diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 14bc9a3c76e321892bb61c10277ac947cb946320..f767fdca24ca1772e97b2df877647490b8d7229a 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": "20260606T120018Z", - "generated_at": "2026-06-06T12:04:52Z", + "snapshot_id": "20260606T180020Z", + "generated_at": "2026-06-06T18:07:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,364 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-45363-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46339, - "issue_numbers": [], - "pr_numbers": [ - 45363, - 45666, - 46339 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45363, - "right_pr_number": 45666, - "code_similarity": 0.392, - "size_similarity": 0.298, - "file_overlap": 0.571, - "area_overlap": 0.329, - "patch_similarity": 0.306, - "shared_filenames": [ - "fused_qwen_example.py", - "src/transformers/integrations/__init__.py", - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py" - ], - "shared_file_areas": [ - { - "filename": "fused_qwen_example.py", - "left_ranges": [ - [ - 1, - 30 - ] - ], - "right_ranges": [ - [ - 1, - 49 - ] - ] - }, - { - "filename": "src/transformers/integrations/__init__.py", - "left_ranges": [ - [ - 67, - 81 - ], - [ - 226, - 240 - ] - ], - "right_ranges": [ - [ - 67, - 73 - ], - [ - 222, - 228 - ] - ] - }, - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 17 - ], - [ - 22, - 35 - ], - [ - 505, - 716 - ] - ], - "right_ranges": [ - [ - 11, - 53 - ], - [ - 286, - 295 - ], - [ - 521, - 1077 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 3738, - 3747 - ] - ], - "right_ranges": [ - [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 - ] - ] - } - ] - }, - { - "left_pr_number": 45363, - "right_pr_number": 46339, - "code_similarity": 0.506, - "size_similarity": 0.925, - "file_overlap": 0.286, - "area_overlap": 0.545, - "patch_similarity": 0.297, - "shared_filenames": [ - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 17 - ], - [ - 22, - 35 - ], - [ - 505, - 716 - ] - ], - "right_ranges": [ - [ - 14, - 52 - ], - [ - 285, - 294 - ], - [ - 521, - 685 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 3738, - 3747 - ] - ], - "right_ranges": [ - [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4256 - ], - [ - 4650, - 4663 - ] - ] - } - ] - }, - { - "left_pr_number": 45666, - "right_pr_number": 46339, - "code_similarity": 0.399, - "size_similarity": 0.322, - "file_overlap": 0.667, - "area_overlap": 0.247, - "patch_similarity": 0.318, - "shared_filenames": [ - "src/transformers/core_model_loading.py", - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py", - "tests/kernels/test_kernels.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/core_model_loading.py", - "left_ranges": [ - [ - 19, - 25 - ], - [ - 80, - 86 - ] - ], - "right_ranges": [ - [ - 19, - 25 - ], - [ - 80, - 86 - ] - ] - }, - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 53 - ], - [ - 286, - 295 - ], - [ - 521, - 1077 - ] - ], - "right_ranges": [ - [ - 14, - 52 - ], - [ - 285, - 294 - ], - [ - 521, - 685 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 - ] - ], - "right_ranges": [ - [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4256 - ], - [ - 4650, - 4663 - ] - ] - }, - { - "filename": "tests/kernels/test_kernels.py", - "left_ranges": [ - [ - 19, - 54 - ], - [ - 228, - 281 - ], - [ - 294, - 317 - ], - [ - 605, - 995 - ] - ], - "right_ranges": [ - [ - 21, - 28 - ], - [ - 33, - 39 - ], - [ - 90, - 103 - ], - [ - 217, - 323 - ], - [ - 336, - 359 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1972,35 +1614,6 @@ } ] }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44029 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2332,15 +1945,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2359,16 +1963,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45363-3", - "canonical_pr_number": 46339, - "duplicate_pr_numbers": [ - 45363, - 45666 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45363-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 40a63f58b9633872cdece38e7d43b63a67c71c6b..54d64327729bb8cdf46b28aa003a1adfb74a063a 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": "20260606T120018Z", - "generated_at": "2026-06-06T12:04:52Z", + "snapshot_id": "20260606T180020Z", + "generated_at": "2026-06-06T18:07:49Z", "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-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:24643", "issue:30277", @@ -133,20 +133,20 @@ "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "11003f3e04e1fbc08c2ac737d505bb9131071b0eba766d59104e5f09c6182786", + "prepared_review_unit_hash": "68fa3787b8a643ea94159edfb379bc870890b78e4a097ff570b8b060fa0afcd4", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 64, - "serialized_chars": 46882, + "serialized_chars": 46881, "estimated_input_tokens": 11721, "estimated_eval_tokens": 23698 }, @@ -155,360 +155,384 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but there is a tight duplicate set around DeepSpeed ZeRO-3 loading/init causing `index 0 is out of bounds for dimension 0 with size 0` (Bert/Gemma3 variants). Most other pairs are different model-specific failures or unrelated docs issues.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43596 is the cleanest representative of the ZeRO-3 init/load `index 0` out-of-bounds bug: it is specific enough to identify the failing code path, but broad enough to subsume the closely related Gemma3/Bert variants.", + "summary": "Most candidates are distinct issues across unrelated models, docs, and runtime paths. The only clear duplicate pair is the DeepSpeed ZeRO-3 / BertModel IndexError reports.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43638 is the broader ZeRO-3/Bert crash report; it covers the same empty-index failure as 43596 and is the better canonical target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best duplicate target in this set because it matches the shared concrete failure mode most directly and sits at the center of the only convincing issue-duplicate cluster.", + "best_issue_reason": "issue:43638 is the best representative of the duplicate pair because it states the training context and broader non-pretrained Bert repro more clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing `num_attention_heads` in a config vs a streaming chat/completions API error." + "reason": "Different models and failures: config attribute error vs streaming API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime problems on different backends; same broad area, not the same bug." + "reason": "Both are GPU/MoE-related, but the reported errors are unrelated code paths." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "One is a dtype mismatch in Mistral-3 preprocessing; the other is GPT-OSS AMD GPU failure." + "reason": "Different bug classes: dtype mismatch in multimodal preprocessing vs AMD GPU support failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are unrelated concrete code-paths." + "reason": "Autocast dtype mismatch is not the same as the AMD GPU execution failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different errors; not a duplicate." + "reason": "Different MoE problems with different symptoms and likely different fixes." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 Qwen runtime error vs GPT-OSS AMD GPU issue are distinct." + "reason": "Qwen-3 NVFP4 runtime error is distinct from GPT-OSS AMD GPU incompatibility." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "Deepspeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." + "reason": "Both are model-specific failures, but not the same bug or code path." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export issue and Qwen3 auto device-map CUDA assert are not the same problem." + "reason": "ONNX export failure and Qwen3 auto-device-map CUDA assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are unrelated." + "reason": "Table QA crash and RAG docs cleanup are completely different issues." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups for v5, but they refer to different removed docs/topics and not one concrete duplicate change." + "reason": "Both are docs regressions, but they target different removed v5 references." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different regressions: ONNX export vs GenerationMixin import path break." + "reason": "ONNX export vs missing GenerationMixin import are different regressions." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "SFT/unpacking embeddings failure is unrelated to resume-training with trust-remote-code." + "reason": "Different symptoms: SFT embedding unpacking vs resume-training/remote-code behavior." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failures." + "reason": "Mask/tensor shape mismatch is not the same as Gemma4 device placement mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but one is ZeRO-3 init on Bert and the other is a mask/tensor shape mismatch; not the same bug." + "reason": "Both are IndexError/shape-style crashes, but on different models and failure mechanisms." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different training/loading paths and different error surfaces." + "reason": "ZeRO-3 Bert IndexError is unrelated to resuming training with trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 empty-dimension IndexError vs mask shape mismatch are not the same code path." + "reason": "Different tensor-shape failures with different model/setup contexts." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different models and different tensor mismatch causes." + "reason": "Mask-shape mismatch and video feature/token mismatch are different multimodal bugs." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/index error vs tensor-parallel MoE failure are unrelated." + "reason": "Mask indexing failure is unrelated to GPT-OSS tensor-parallel issues." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration issue and resume-training/trust-remote-code issue are different." + "reason": "Video StopIteration and resume-training issues are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 loading bug and trust-remote-code resume bug are unrelated." + "reason": "DeepSpeed/Bert IndexError is unrelated to local-model resume with remote code." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "StableLmConfig pad token regression is unrelated to the training-resume issue." + "reason": "Missing pad_token_idx and resume-training are different problems." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug and ModernBERT export bug are unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed loading, but the collective mismatch and the Bert ZeRO-3 IndexError are different failures." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "SFT embedding unpacking bug vs tensor-parallel MoE bug are different." + "reason": "Different models and different DeepSpeed failures." }, { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different models and different failure modes." + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/Bert empty-index crash; 43638 is just the broader repro." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy call issue and GPT-OSS TP issue are unrelated." + "reason": "Cross-entropy/Liger kernel issue is unrelated to GPT-OSS tensor parallelism." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save inconsistency are different bugs." + "reason": "Detokenization bug and LoRA save/reload mismatch are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA merge mismatch are unrelated." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to LoRA merge/reload output drift." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch and mask-shape mismatch are different." + "reason": "Checkpointing/FSDP tensor-size mismatch is not the same as the mask-shape error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-shape error and Jamba collective mismatch are separate issues." + "reason": "Training weight-shape error and collective mismatch are different DeepSpeed bugs." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory after meta materialization; too different to merge." + "reason": "Same module family, but CPU offload incompatibility and meta-to-empty uninitialized memory are distinct paths." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init IndexError and GPT-OSS tensor-parallel issue are different." + "reason": "Bert ZeRO-3 IndexError is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and custom trainer kwarg mismatch are unrelated." + "reason": "Activation-checkpointing mismatch and custom compute_loss signature change are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime paths; not a duplicate." + "reason": "Different models and failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Different MoE/multimodal bugs with no shared concrete code path." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Both are Gemma4-related, but one is a device-mismatch forward bug and the other is an expensive reverse-embedding lookup; different concrete problems." + "reason": "Different Gemma/Qwen multimodal bugs and different symptom domains." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Different docs regressions: pipeline-task docs vs run-command docs." + "reason": "Gemma3 vLLM attribute error and Mistral regex patch crash are unrelated." }, { - "left": "issue:43039", - "right": "issue:44918", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Liger kernel cross_entropy routing and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are separate bugs." }, { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same concrete ZeRO-3 loading/init failure mode: `index 0 is out of bounds for dimension 0 with size 0` while materializing model weights." + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility and Qwen-3 NVFP4 runtime error are different issues." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime error are different bugs." + "reason": "FSDP/activation-checkpointing mismatch is unrelated to Qwen3 auto-device-map CUDA assert." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Dtype mismatch under autocast vs MPS histogram not implemented are unrelated." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." }, { "left": "issue:44918", - "right": "issue:45685", + "right": "issue:45161", + "accept": false, + "reason": "TRl SFT embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Unpacking embeddings in SFT and an MPS histogram error are unrelated." + "reason": "Different Qwen3.5 issues with different failure modes." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram error are different." + "reason": "Invalid method call and MPS histogram Int limitation are unrelated." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model families and different runtime errors." + "reason": "Different models and error types." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger cross-entropy behavior and Qwen3.5 embedding unpacking are unrelated." + "reason": "Liger/cross_entropy issue is unrelated to TRL SFT embedding unpacking." }, { "left": "issue:41762", - "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 `index 0` out-of-bounds loading bug; both describe the same failing path with different model wrappers." + "right": "issue:43638", + "accept": false, + "reason": "Both involve ZeRO-3, but Gemma3 loading and Bert init crashes are different bugs." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Gemma3 config attribute regression and Mistral tokenizer regex patch crash are different." + "reason": "Both are docs cleanup, but one is about removed pipeline tasks and the other about the run command." }, { - "left": "issue:44509", - "right": "issue:44512", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Same broad docs-v5 cleanup theme, but not the same specific removed feature or doc path." + "reason": "Multimodal dtype mismatch and video StopIteration are unrelated." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS MoE histogram error." + }, + { + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Different documentation removals and different pages." + "reason": "TRL SFT unpacking issue is unrelated to the MPS histogram error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Cross-entropy/Liger kernel issue is not the same as Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom compute_loss signature regression are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import removal." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy issue and tensor mask shape mismatch are unrelated." + "reason": "Cross-entropy/Liger kernel issue is unrelated to the mask indexing crash." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + "reason": "AMD GPU support bug and RAG docs cleanup are unrelated." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint and Sam3Model text-encoder weights not loaded are different." + "reason": "Checkpoint corruption and missing Sam3Model weights are different issues." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch/transformers version incompatibilities, but they are different concrete breakages and environments." + "reason": "Torch/version incompatibility and USE_DISTRIBUTED=0 regression are different compatibility bugs." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM/PaddleOCR-VL load failure and USE_DISTRIBUTED=0 breakage are unrelated." + "reason": "vLLM model-load failure and distributed-off build regression are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 `index 0` out-of-bounds loading bug." + "accept": false, + "reason": "Both are ZeRO-3 issues, but the models and failure mechanisms differ." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute regression and Qwen3 CUDA assert are unrelated." + "reason": "Gemma3 vLLM attribute error and Qwen3 auto-device-map assert are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The ZeRO-3 `index 0` out-of-bounds cluster around 41762/43596/43638 is supported by the titles, and the other pairwise rejections generally avoid overclaiming across unrelated model/runtime/doc issues." + "feedback": "The summary is well grounded in the packet, and the duplicate call on issue:43596 / issue:43638 is conservative and supported by the text. The soft-edge verdicts also stay appropriately cautious by rejecting only when the issues clearly differ in model, failure mode, or code path. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -527,7 +551,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36010", "issue:39290", @@ -581,8 +605,8 @@ "soft_pairs": [ "issue:44589|issue:46304", "issue:45823|issue:46294", - "issue:45237|issue:45901", "issue:43901|issue:44512", + "issue:45237|issue:45901", "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43975|issue:46015", @@ -621,278 +645,278 @@ "issue:43366|issue:45464", "issue:43531|issue:45070" ], - "prepared_review_unit_hash": "dc22ce3f5b3e20861c48bbc45a5009435b320287443e7b9d3f3938812da34f11", + "prepared_review_unit_hash": "696100e58261ab3422857fd16b3ec74c95f133bc2511c532303d9429233f0b0d", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39797, - "estimated_input_tokens": 9950, - "estimated_eval_tokens": 20156 + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form one clean duplicate set. The only strong duplicate family is the AutoTokenizer wrong-token-IDs regression (45812/45920); the rest are distinct bugs across different models, configs, and runtime paths.", - "confidence": 0.65, - "canonical_issue_reason": "issue:45920 is the best canonical issue for the one clear duplicate family: it is broader, later, and covers more affected models than the Granite-specific report in issue:45812.", + "summary": "Mostly unrelated issue reports, with one tokenizer-regression cluster that is similar but not strong enough to accept as a duplicate edge from titles alone. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is still the best canonical issue: it is the broadest tokenizer regression report, spans multiple model families, and is the clearest umbrella for nearby tokenizer complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most representative issue in the cluster because it describes the broad AutoTokenizer token-ID regression and subsumes the narrower variant.", + "best_issue_reason": "issue:45920 is the strongest representative of the shared tokenizer problem because it is broader and more central than the Granite-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different failures: float8 storage lookup vs distributed-build support." + "reason": "Different failure modes: storage-object lookup vs distributed build/runtime compatibility." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model paths and symptoms: PLE device mismatch vs video token/feature mismatch." + "reason": "Different model paths and symptoms: device mismatch vs video feature/token mismatch." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Unrelated: AMD/GPT-OSS inference issue vs table QA crash." + "reason": "Both are docs-related, but they concern different APIs and different changes." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Both are docs-related, but they cover different API/documentation topics." + "reason": "Unrelated model/hardware support issue versus table-question-answering crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and errors; no shared concrete bug path." + "reason": "Different processors/models and no clear shared code path." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated code paths: Liger cross-entropy dispatch vs video StopIteration." + "reason": "Liger-kernel cross-entropy usage is unrelated to Qwen video StopIteration." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug vs outdated RAG examples; not the same problem." + "reason": "Detokenization bug and outdated RAG docs are unrelated." }, { "left": "issue:45812", "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer wrong-token-IDs regression in v5; 45920 is the broader version of 45812's Granite-specific report." + "accept": false, + "reason": "The titles are similar and both suggest a tokenizer regression, but there is no body-level evidence or direct linkage here; this is only a possible duplicate, not enough to accept." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading issue vs RAG docs; unrelated." + "reason": "Model-loading failure for NemotronH is unrelated to RAG documentation." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Different regressions: remote_code model breakage vs USE_DISTRIBUTED=0 support." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are different problems." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption vs model implementation/loadability; not the same bug." + "reason": "Both are load-related, but they involve different models and different causes." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility vs PyTorch distributed-off support." + "reason": "bitsandbytes initialization incompatibility is unrelated to distributed build support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model load/runtime error vs RAG docs; unrelated." + "reason": "Qwen NVFP4 loading error is unrelated to RAG documentation." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the model families and failures differ." + "reason": "Both mention sliding_window, but the model/config contexts differ." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors under ZeRO-3, but the concrete failures and contexts differ too much to merge." + "reason": "Both are index errors, but the reported setups and failure paths differ." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure vs table QA crash; unrelated." + "reason": "Whisper runtime failure is unrelated to table-question-answering." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading problems with no shared concrete defect." + "reason": "Different model-loading problems with different models and likely different causes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility vs pydantic PretrainedConfig regression; unrelated." + "reason": "Torch version incompatibility is unrelated to the pydantic/PretrainedConfig regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 BertModel index error vs torch/transformers version incompatibility." + "reason": "Zero-3/Bert index error is unrelated to torch-transformers compatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug vs table QA crash; unrelated." + "reason": "Detokenization bug and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure vs pydantic config regression; unrelated." + "reason": "Whisper runtime issue is unrelated to the pydantic config regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is chat crash and the other is streaming API failure." - }, - { - "left": "issue:44292", - "right": "issue:45901", - "accept": false, - "reason": "NVFP4 model load error vs table QA crash; unrelated." + "reason": "Both involve Qwen3.5, but the concrete failures are different." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Different failures: streaming inference vs MPS histogram int issue." + "reason": "Streaming chat failure and MPS histogram error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing error vs MPS histogram int issue; different code paths." + "reason": "Different MoE-related failures in different code paths." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weights model bug vs corrupted checkpoint; not the same defect." + "reason": "Weight-tying bug and checkpoint corruption are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are MoE-related, but one is grouped_mm tracing and the other is autocast dtype mismatch." + "reason": "Both involve runtime/tracing symptoms, but not the same concrete bug." }, { - "left": "issue:44805", + "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Mask-shape IndexError vs template compilation TypeError; unrelated." + "reason": "Processor failure and template-node compilation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin vs Gemma3 sliding_window_pattern attribute error." + "reason": "ImportError for GenerationMixin and sliding_window_pattern are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility vs Gemma4 device mismatch." + "reason": "Version compatibility and device mismatch are different bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 zero-size tensor load failure." + "reason": "Both are zero-size/index errors, but the exact contexts differ enough to avoid merging." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different model families and errors: PaddleOCR-VL load vs GGUF gpt-oss support." + "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are different model-support issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs pydantic PretrainedConfig breakage." + "reason": "Missing pad_token_idx and pydantic field breakage are unrelated regressions." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask-shape IndexError vs Qwen3.5 embedding unpacking with TRL; not the same bug." + "reason": "Both mention shape-related failures, but in different model/trainer contexts." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization memory growth vs tied-weights handling on translation models." + "reason": "Int4 OOM and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both touch GPT-OSS/MoE, but the failure modes are different and not clearly mergeable." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch vs streaming chat/completions failure; unrelated." + "reason": "Different model families and different failure modes." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument vs pydantic PretrainedConfig field regression." + "reason": "init_empty_weights TypeError is not the same as the PretrainedConfig regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF GPT-OSS support vs Qwen3.5 streaming inference; unrelated." + "reason": "GGUF architecture support and Qwen3.5 streaming failure are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs pydantic config regression; different bugs." + "reason": "Sliding_window handling and pydantic config regression are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:45812 and issue:45920, is supported by the titles as the same AutoTokenizer wrong-token-ID regression, with 45920 clearly broader than the Granite-specific report. The other verdicts are mostly cautious rejections of superficially similar but materially different bugs." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the accepted soft-edge verdict for issue:45812 \u2194 issue:45920 is too strong for the packet. The evidence here is only title-level similarity plus a high soft-similarity score; there is no body content or direct linkage proving they share the same root cause. Since `deterministic_accept` is false, this should stay a tentative/possible duplicate rather than an accepted one. The rest of the verdicts look conservative, and there are no PRs in the packet." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -907,10 +931,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36331", - "issue:38175", "issue:39186", "issue:39692", "issue:40990", @@ -946,6 +969,7 @@ "issue:44960", "issue:45005", "issue:45020", + "issue:45183", "issue:45399", "issue:45507", "issue:45542", @@ -955,7 +979,8 @@ "issue:45759", "issue:45800", "issue:45902", - "issue:46294" + "issue:46294", + "issue:46463" ], "soft_pairs": [ "issue:43716|issue:46294", @@ -977,6 +1002,7 @@ "issue:43873|issue:45005", "issue:44863|issue:45005", "issue:44360|issue:44512", + "issue:45183|issue:46463", "issue:44918|issue:45507", "issue:44492|issue:44512", "issue:43975|issue:44292", @@ -989,241 +1015,240 @@ "issue:43872|issue:44589", "issue:43950|issue:45902", "issue:43054|issue:45701", - "issue:43866|issue:44403", - "issue:38175|issue:43054" + "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "96eb82146580cad0e1b0958f9454f501183b7b921b58542bf4bf1dca3eeb8b90", + "prepared_review_unit_hash": "75859e9a245cdc1746c61e70db25f981ed3becc9bcde05b570b636affde97ba8", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36897, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "serialized_chars": 37529, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains one clear duplicate family around the v5 non-persistent buffer regression. Most other pairs are only loosely related by model family or subsystem and do not look like the same concrete bug.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43644 is the broadest and cleanest representative of the only clearly duplicated bug family here: transformers v5 corrupting non-persistent buffers.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate-like pair is the v5 non-persistent-buffer regression reports; most other soft pairs share a subsystem or symptom wording but not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43950 is the most central and general report for the confirmed duplicate theme: a Transformers 5.x regression that corrupts non-persistent buffers on load. Its wording matches the broader downstream reports and best captures the underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 best captures the shared regression theme and is the strongest anchor for the duplicate set; the rest of the cluster is too mixed to serve as a single canonical issue.", + "best_issue_reason": "Issue 43950 is the best representative of the only strong duplicate cluster in this set because it states the regression clearly and broadly, without being narrowed to a single model or workaround.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/video-related, but one is an image/text dtype mismatch and the other is a video token/template mismatch for a different model family." + "reason": "Both involve multimodal dtype/video/image handling, but they describe different failures and model families: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video feature/token mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both mention broad version incompatibilities, but they describe different failure modes and different concrete compatibility problems." + "reason": "One is about recent transformers breaking remote_code models; the other is a specific torch/transformers version incompatibility. Shared broad dependency context, but not the same bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Unrelated bugs: torch dynamo tracing/grouped_mm versus a missing Float8 storage type error." + "reason": "These are unrelated runtime failures: grouped_mm tracing in Mixtral float32 vs missing Float8 storage type. Different code paths and root causes." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video issues, but the titles point to different regressions: a v5.3.0 video-input regression versus chat-template feature/token mismatch." + "reason": "Both mention video input regressions, but one is a v5.3.0 regression across several Qwen VL variants, while the other is a chat-template feature/token count mismatch for Qwen3.5-9B." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the shapes and code paths differ; one is a mask/indexing mismatch and the other is ZeRO-3 loading with an empty tensor." + "reason": "Both are index/shape errors under ZeRO-3, but the reported tensors and failure modes differ: mask-length mismatch vs zero-sized index access in BertModel." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reported symptoms differ enough that this is not clearly the same concrete bug." + "reason": "Both concern SigLIP2 quality/behavior, but one reports degraded text embeddings while the other reports nonsensical AutoModel/pipeline outputs. Not enough evidence of the same underlying defect." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different code paths: one is config unwrapping for composite multimodal models, the other is uninitialized rotary embedding memory after to_empty(cuda)." + "reason": "Both touch Qwen 3.5/3.6 multimodal internals, but one is config unwrapping in AutoModelForCausalLM.from_config and the other is uninitialized rotary embedding memory after materialization." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "These are unrelated backend/package issues; one is a missing TensorFlow backend guard, the other is a torch/transformers compatibility problem." + "reason": "Undefined tf backend from missing TensorFlow is unrelated to the torch/transformers incompatibility report." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Both involve training/runtime failures, but the FSDP 2-D weight error is unrelated to the Qwen3.5 embedding unpacking failure." + "reason": "Different concrete failures: FSDP 'weight must be 2-D' versus TRL SFT trainer unpacking Qwen3.5 input embeddings." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different models and different failures: image preprocessor dtype mismatch versus TRL SFT trainer embedding unpacking." + "reason": "Both are model-specific training/inference issues, but they affect different models and different mechanisms: Mistral-3 dtype handling vs Qwen3.5 SFT embedding unpacking." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different model families and different symptoms; one is perplexity quality, the other is a GLM5-specific issue." + "reason": "These are entirely different model reports with no shared code-path or symptom beyond being performance/runtime complaints." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback checks are unrelated changes." + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are separate v5 issues with different triggers and fixes." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both concern custom code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; not the same bug." + "reason": "Both involve custom remote-code loading, but one is a cache path collision for same leaf directory names, while the other is loading the wrong custom module after save_pretrained. Similar area, different bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the specific models and failure modes differ; this is not clearly one duplicate fix." + "reason": "Tied lm_head weights in Mistral3 and tied-weight issues in translation models are different implementation problems, not the same underlying bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to flash-attn fallback gating." + "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback selection logic." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/group-type crash is unrelated to tied-weights regressions." + "reason": "PagedAttentionCache linear_attention group-type crash and tied-weights translation issues are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is a different bug from tied-weights handling." + "reason": "Quantization offloading behavior and tied-weight translation issues do not share a code path." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading for NemotronH is unrelated to tied-weight issues." + "reason": "NemotronH checkpoint loading and tied-weight translation issues are unrelated." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion is unrelated to a docs cleanup about a removed run command." + "reason": "A DSA indexer discussion has no meaningful overlap with a docs notice about the removed transformers run command." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern input validation/error messages, but they target different model families and different validation logic." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and different runtime failures; no concrete shared code path is evident." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as stale documentation for the removed run command." + "reason": "A typo in cache strategies is unrelated to the removed run command documentation issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different symptoms: detokenization regression versus NVFP4 execution error." + "reason": "Detokenization in v5 and Qwen-3-8B-NVFP4 runtime errors are different problems." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared concrete bug; these are distinct model/runtime problems." + "reason": "Qwen-3-8B-NVFP4 runtime issues and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These describe the same non-persistent buffer corruption regression in v5, just with slightly different wording." + "reason": "These describe the same regression: Transformers v5 mishandles non-persistent buffers during loading/materialization, causing junk values to appear." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs/example errors and SigLIP2 embedding quality issues are related by model family, but not clearly the same bug." + "reason": "SigLIP2 documentation example errors and SigLIP2 embedding quality complaints are different symptom classes and likely different root causes." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Near-identical regression: v5 mishandles non-persistent buffers during loading/materialization." + "accept": false, + "reason": "Both concern non-persistent buffers, but 43644 is a broad 5.0.0 buffers-junk report while 43950 specifically describes from_pretrained corruption. Related, but not enough to call a duplicate with the evidence given." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "A custom_trainer compute_loss signature change and a Gemma3 ZeRO-3 loading IndexError are unrelated." + "reason": "CustomTrainer num_items_in_batch and Gemma3 ZeRO-3 zero-size index errors are unrelated." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different dtype/mixed-precision failures on different models; not the same concrete issue." + "reason": "Both mention dtype-related failures, but one is an autocast dtype mismatch in Phi-tiny-MoE and the other is a Qwen3.5 RLHF NaN/position_ids instability issue." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Bitsandbytes Int8Params incompatibility is unrelated to the Float8 storage lookup error." + "reason": "Bitsandbytes __new__ keyword incompatibility is unrelated to missing Float8 storage support." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both mention buffer initialization, but one is a from_pretrained regression and the other is a meta-to_empty materialization bug; too different to merge." + "reason": "Both touch buffer/materialization behavior, but 43950 is a non-persistent-buffer load regression while 45902 is an uninitialized rotary embedding frequency issue after meta-to-empty materialization." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenizer-version behavior are different issues." + "reason": "SigLIP2 embedding quality and tokenization-version changes are separate user-visible problems." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted checkpoint and noisy model-loading output are not the same bug." - }, - { - "left": "issue:38175", - "right": "issue:43054", - "accept": false, - "reason": "Both are SigLIP2 reports, but one is zero probabilities and the other is poor text embeddings; not enough to treat as the same concrete defect." + "reason": "Corrupted Ovis2 checkpoint and noisy model-loading logs are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. It correctly centers the clear non-persistent-buffer regression family around issues 43644/43950/44534, and the remaining soft-edge decisions mostly reject only loosely related same-model or same-subsystem cases without overstating duplicate evidence." + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The 43950/44534 duplicate call is strongly supported by the titles and descriptions, while the other pair rejections avoid overclaiming similarity. The wording is a bit stronger than the evidence in places (\u201cconfirmed duplicate theme\u201d), but not enough to invalidate the overall judgment." }, "evaluator_used": true, "retried": false, @@ -1239,12 +1264,13 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36331", + "issue:38175", "issue:41093", "issue:41553", "issue:41762", @@ -1281,9 +1307,9 @@ "issue:44991", "issue:45020", "issue:45081", - "issue:45237", "issue:45356", "issue:45399", + "issue:45520", "issue:45663", "issue:45685", "issue:45715", @@ -1293,14 +1319,15 @@ "issue:46315" ], "soft_pairs": [ + "issue:38175|issue:43054", "issue:41553|issue:43883", - "issue:45663|issue:45902", "issue:44910|issue:45859", + "issue:45663|issue:45902", "issue:42947|issue:44387", "issue:43054|issue:43493", "issue:41553|issue:43881", "issue:44403|issue:44451", - "issue:43975|issue:45237", + "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:42947|issue:43856", @@ -1325,230 +1352,236 @@ "issue:43792|issue:44220", "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "c89e12654ec81374e3245d2288bac163ea32ff39705d8d30c3f91b3b13c50f89", + "prepared_review_unit_hash": "d6b01a2b48e74a09c8aecbb50f27932a2a5adcf9e2e7b13a79efb72db1ef8161", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36794, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37693, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but three soft pairs look like true duplicates: the v5 docs/pipeline-removal regression, the `_is_hf_initialized` loading incompatibility, and the SigLIP2 implementation discrepancy. The other pairs share broad subsystems or symptoms but do not look like the same concrete bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43872 is the best anchor for the `_is_hf_initialized` regression: it states the core incompatibility clearly, is concrete and reproducible, and is broader than the more specific `init_empty_weights` reproduction in 44291.", + "summary": "The cluster is mostly heterogeneous. The only apparent subthreads are a SigLIP2 correctness group and a docs-v5 pipeline-removal group, but the evidence is too weak to merge those pairs as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43493 is the strongest standalone issue in the cluster because it is the clearest SigLIP2 implementation discrepancy report and the best representative of that small subthread, but it should not be treated as a confirmed duplicate target for the other SigLIP2 ticket.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43872 is the strongest standalone issue in this set: it is a clear, actionable TypeError with a likely duplicate, and it identifies a specific code-path incompatibility rather than a vague symptom.", + "best_issue_reason": "Issue 43493 is the best overall issue candidate because it is the most concrete and technically specific report among the otherwise unrelated issues, with the broadest potential to anchor the SigLIP2 subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "Different bugs: bad tokenizer error messaging for Voxtral vs a missing `all_tied_weights_keys` attribute in Molmo." + "reason": "Same general model family, but the packet only shows topical SigLIP2 similarity; it does not establish the same concrete bug or change." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Both are MoE-related, but the failures are different: Gemma4 FSDP2 shared-state rebuilding vs Qwen3.5 rotary embedding memory materialization." + "reason": "Different failures in different model-loading paths; no shared underlying bug is evident." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Qwen3.5 flash-attention packed-sequence misinterpretation is a different code path from CPU-offload incompatibility in the rotary embedding." + "reason": "Flash-Attention packed-sequence handling and Qwen3_5 MoE CPU-offload rotary embedding are different code-path problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model paths and symptoms: Gemma4 FSDP2 KeyError versus Qwen3_5 MoE uninitialized-memory behavior." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "One is gradient checkpointing ineffectiveness with LoRA; the other is increased CUDA reserved memory under int4 quantization." + "reason": "LoRA gradient-checkpointing behavior and int4 quantization memory regression are not the same bug." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Same underlying SigLIP2 problem: one reports the bad downstream embedding quality, the other identifies the HF-vs-JAX implementation discrepancy causing it." + "accept": false, + "reason": "Both are SigLIP2-related, but the evidence only supports weak topical similarity, not the same underlying defect." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and failures: Voxtral tokenizer error handling vs GLM-4V-9B loading failure." + "reason": "Both are loading issues, but for different models and different failure modes." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Docs/logging noise while loading transformers is not the same as a specific model load failure for ScandiBERT." + "reason": "Generic loading noise versus a specific ScandiBERT load failure; too broad to merge." }, { "left": "issue:43975", - "right": "issue:45237", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression in v5 is unrelated to AMD GPU incompatibility for GPT-OSS-20B." + "reason": "Tokenizer detokenization regression and flash_attn import KeyError are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading, but one is generic loading noise and the other is a concrete tokenizer load failure for a specific model." + "reason": "Both concern model loading, but they describe different checkpoints and different symptoms." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig`, while the other is a broader regression affecting models with remote code." + "reason": "Both mention remote_code, but one is missing fields in AutoConfig and the other is a broader compatibility regression." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention training/memory, but they are different problems: LoRA gradient-checkpointing behavior vs Qwen3 MoE training memory efficiency." + "reason": "Different bugs: LoRA checkpointing behavior versus MoE memory usage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model families and failures: Gemma3 ZeRO-3 loading index error vs Qwen3 MoE + FineGrainedFP8Config failure." + "reason": "Different model/config failures with no clear shared code path." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support error is unrelated to Gemma4 PLE device mismatch under `device_map=\"auto\"`." + "reason": "MPS histogram op support and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading failure and a GLM5 issue are unrelated model-loading bugs." + "reason": "Different models and symptom classes; no evidence of the same defect." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is unrelated to the bitsandbytes `_is_hf_initialized` TypeError." + "reason": "Missing class import and bitsandbytes constructor incompatibility are different problems." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for est-roberta is unrelated to flash-attn2 fallback checks." + "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM-4V loading failure and Molmo missing tied-weights metadata are different bugs." + "reason": "Different model-loading errors with different likely root causes." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "A broad remote-code regression is not the same as Gemma4 device placement issues." + "reason": "Remote_code breakage and Gemma4 device placement during forward are not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` mapping failure is a different tokenizer-registration bug from remote-code breakage." + "reason": "Tokenizer-mapping failure is not the same as the broader remote_code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." + "reason": "Autocast dtype mismatch and device-map mismatch are different runtime bugs." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA model portability across hf4/hf5 is not the same as a warning about `tie_word_embeddings` during Qwen3.5 fine-tuning." + "reason": "Qwen3 MoE LoRA incompatibility and a tie_word_embeddings warning are not the same issue." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex crash is unrelated to flash-attn2 fallback being blocked by other checks." + "reason": "Tokenizer regex patch crash is unrelated to flash-attn fallback checks." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and do not clearly share the same underlying bug." + "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code regressions and a Kimi-K2.5 tokenizer codec/regression issue are not the same concrete bug." + "reason": "Generic remote_code breakage and Kimi-K2.5 tokenizer codec regression are different concrete problems." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error is unrelated to flash-attn2 fallback logic." + "reason": "MobileLLM key error and flash-attn fallback blocking are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight-tying in Mistral3 image-text generation and silent non-persistent buffer corruption are different issues." + "reason": "lm_head tying bug and non-persistent buffer corruption are separate state-loading issues." }, { "left": "issue:43827", "right": "issue:44509", - "accept": true, - "reason": "Exact same docs regression: both report stale references to pipeline tasks that were removed in v5." + "accept": false, + "reason": "The docs issues are related by topic, but the packet evidence is only broad topical overlap; it does not justify treating them as the same cleanup ticket." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same `_is_hf_initialized` TypeError during loading; 44291 is just a more specific `init_empty_weights` reproduction of the 43872 incompatibility." + "accept": false, + "reason": "The two _is_hf_initialized-related reports target different loading paths and are not clearly the same bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE + FineGrainedFP8Config is a different failure from the bitsandbytes `_is_hf_initialized` TypeError." + "reason": "Different failures: Qwen3 MoE FineGrainedFP8Config versus bitsandbytes constructor incompatibility." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper not running and a `_torch_extract_fbank_features()` issue may be related in the same area, but the titles do not establish the same underlying bug." + "reason": "A vague Whisper load complaint does not match a specific fbank feature extraction issue." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "A custom-trainer kwarg mismatch and a tensor mask shape mismatch are unrelated errors." + "reason": "CustomTrainer unexpected kwarg error and mask/tensor shape mismatch are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and the soft-edge verdicts are generally conservative. The three accepted pairs are all plausibly the same concrete bug or a direct duplication/reproduction relationship, while the rejected pairs are distinguished by model, failure mode, or code path in a reasonable way. The summary does not overclaim beyond the evidence available." + "accept": false, + "feedback": "The summary is a bit too assertive for the packet. In particular, the two accepted soft pairs are not grounded strongly enough: issue:43054 vs issue:43493 and issue:43827 vs issue:44509 are only supported by broad topical similarity in the packet, and the packet\u2019s own soft-pair metadata marks both as non-deterministic accepts. The cluster may indeed contain related SigLIP2 and docs subthreads, but calling them likely duplicates / the same documentation cleanup overstates the evidence. The conservative path would be to reject those soft-edge merges or phrase them as weak similarities rather than likely duplicates." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1560,10 +1593,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:24643", "issue:30064", @@ -1615,8 +1648,8 @@ "issue:46402" ], "soft_pairs": [ - "issue:43257|issue:45305", "issue:42947|issue:45923", + "issue:43257|issue:45305", "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43854|issue:44863", @@ -1647,14 +1680,14 @@ "issue:38175|issue:43994", "issue:43632|issue:45834" ], - "prepared_review_unit_hash": "9b71a414766c70645230e26ef7ab8e3685b394708d205e9dcd921ef55600abe7", + "prepared_review_unit_hash": "2c65342f00d49cd7c69545ab3d1ec32002f476d98d5fab52731e891ab36725f0", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, @@ -1669,198 +1702,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous overall, but there are a couple of strong duplicate-like issue pairs around the same regression wording. Most other pairs are only superficially similar and should stay separate.", - "confidence": 0.77, - "canonical_issue_reason": "Issue #43646 is the cleanest canonical issue: it states the custom-model initialization regression in a broad, model-agnostic way, and #43645 reads like a narrower notebook-specific variant of the same bug.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions, heavily concentrated around model loading / initialization issues. Only one soft pair looks like a true duplicate; the rest are similar at the theme level but not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43957 is the broadest, most representative loader-regression report in the set: it describes a generic v5+ meta-device loading breakage that can plausibly subsume several narrower model-loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the best representative issue in this set because it is concise, general, and most likely to subsume its near-duplicate sibling without overfitting to one environment.", + "best_issue_reason": "Issue 43957 is the best global representative because it is the most general and reusable description of the dominant theme in the cluster (transformers v5 loading regressions).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Different failures: one is Qwen3 MoE weight conversion during loading, the other is gradient averaging with DeepSpeed and loss kwargs. Same ecosystem, not the same bug." + "reason": "Different problems: PEFT/LoRA gradient-checkpointing behavior vs a missing trust_remote_code flag on a Nemotron-3-Nano-Omni variant." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Both involve gradient checkpointing, but one is about PEFT LoRA being ineffective and the other is a missing flag on a trust_remote_code variant. Different root causes." + "reason": "Both mention DeepSpeed, but one is Qwen3-MoE weight conversion/loading and the other is gradient averaging with GAS; different code paths and failures." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but they concern different models and different symptoms. No evidence they are the same underlying issue." + "reason": "Both are tokenizer-loading complaints, but for different models and different failure surfaces (Voxtral error message vs EMBEDDIA/est-roberta load failure)." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both mention ZeRO-3 weight loading, but the affected model families and failure modes differ enough that this looks like related infrastructure, not one duplicate bug." + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen model families and report different missing-weight symptoms; not clearly one bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Two separate model-loading failures for different models; the titles do not indicate the same code-path problem." + "reason": "A generic unit-test loading failure versus a specific NemotronH checkpoint-loading bug; different models and root causes." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "One is an RLHF gradient explosion tied to 3D position IDs and SDPA fallback; the other is an AttributeError in flash attention on sink-less models. Different bugs." + "reason": "Qwen3.5 RLHF/position_ids/SDPA instability is unrelated to a flash_attention.py AttributeError on s_aux=None." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "These are effectively the same exception pattern: identical mask/index shape-mismatch wording, suggesting the same underlying indexing bug resurfacing in another report." + "accept": false, + "reason": "The error text is similar, but there is not enough evidence they are the same underlying mask-shape bug rather than separate occurrences in different contexts." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both are about the 5.3.0 video-input regression in the Qwen3/Qwen3-VL family, with #44560 looking like a specific manifestation of the broader bug in #44479." + "accept": false, + "reason": "Both involve Qwen video handling, but one is a broad v5.3.0 regression across several models while the other is a Qwen3-vl-embedding StopIteration; not the same concrete fix." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both concern loading/tokenization issues, but the models and the failure descriptions are unrelated." + "reason": "Different tokenizer/model-loading failures: Voxtral error messaging versus a sleng-bert load failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Separate model-loading failures for different architectures; too little overlap beyond generic loading symptoms." + "reason": "Different architectures and failure modes: NemotronH checkpoint loading versus Sam3 text-encoder weights not loading." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training error vs image processor segmentation-map handling." + "reason": "DeepSpeed training weight-shape error and void-segmentation-map image-processor bug are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model families and different failures; shared MoE-ish context is not enough to merge them." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "One is about adding GGUF support for gpt-oss, the other is a dtype mismatch under autocast. Not the same bug." + "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen3.5 rotary/position embedding logic, but one is a temporal-position scaling bug and the other is uninitialized memory after meta materialization." + "reason": "Both touch rotary/position-related code, but they are different models and different bugs (rope scaling vs uninitialized inv_freq after meta->to_empty)." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 training/forward failures: shared_kv_states rebuild in FSDP2 vs device mismatch with auto device mapping." + "reason": "Both are Gemma4, but one is an FSDP2 KeyError in attention and the other is a device mismatch with device_map='auto'; distinct issues." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different features and different failure modes; both only share the Qwen/MoE general area." + "reason": "Unrelated: gpt-oss GGUF support versus a sliding_window issue in Qwen3-MoE." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo batching leak vs Whisper empty-transcription generation failure. No shared underlying bug." + "reason": "AudioFlamingo3 batched embedding leak and Whisper empty-transcription failure are different models and different code paths." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption during from_pretrained versus long OCR input index errors." + "reason": "Non-persistent-buffer regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video-input StopIteration and an MPS histogram implementation error are unrelated." + "reason": "Qwen3-VL video StopIteration and an MPS histogram-on-Int MoE error are unrelated." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No meaningful overlap beyond both mentioning model/runtime compatibility issues." + "reason": "gpt-oss GGUF support is unrelated to the Float8 storage lookup/type error." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a specific class versus meta-device loading breakage. Different code paths and symptoms." + "reason": "Importing Qwen2.5_VLForConditionalGeneration is a different failure from meta-device model loading breakage." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure and meta-device loading regression are separate problems." + "reason": "Qwen3MoE FineGrainedFP8Config failure is a separate bug from the meta-device loading regression." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Strong duplicate: both describe the same Transformers 5.0 custom-model initialization regression, with #43645 just adding the Jupyter notebook context." + "reason": "These describe the same custom-model-initialization regression in Transformers 5.0.0; the notebook report is just a narrower manifestation of the general issue." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "SDPA/torch.compile failure in Bamba is unrelated to the Qwen3.5 flash-attention position-id crash." + "reason": "Bamba torch.compile/SDPA crash and Qwen3.5 flash-attention illegal memory access from 3D position_ids are different problems." }, { "left": "issue:44560", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Both involve runtime errors, but the specific failures and affected paths are unrelated." + "reason": "Both involve Qwen video/input processing, but one is a video StopIteration regression and the other is an unpacking failure in TRL SFT; not the same bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is not the same as GGUF architecture support." + "reason": "A 3d_parallel.py runtime failure is unrelated to gpt-oss GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated issues." + "reason": "GenerationMixin import failure and Qwen3MoE FP8 loading failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping tooling failure versus Gemma4 device mismatch. Different areas and different bugs." + "reason": "Tokenizer-mapping maintenance bug and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and a generic mask/tensor shape mismatch are different issues." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related but one is zero probabilities and the other is nonsensical outputs through AutoModel/pipeline; not enough to call them the same bug." + "reason": "Both are about siglip2, but one reports zero probabilities while the other reports nonsensical outputs via AutoModel/pipeline; related model family, but not enough to treat as one concrete bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Initialization-flag regression in Transformers 5 versus OCR long-input indexing error. Not the same underlying issue." + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR long-input index error are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs stay within the evidence available from the titles. The duplicate calls on #41093/#44805 and #43645/#43646 are conservative, and the #44479/#44560 linkage is plausible given the shared 5.3.0 video-input regression framing. No obvious overstatement stands out." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The cluster is indeed dominated by broadly similar Transformers loading/initialization regressions, and the one accepted duplicate pair (43645/43646) is plausible from the titles. The false soft-edge calls are mostly well-justified by model/failure-surface differences, without overstating evidence." }, "evaluator_used": true, "retried": false, @@ -1876,10 +1915,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:38175", "issue:39692", @@ -1942,16 +1981,16 @@ "issue:42915|issue:44756", "issue:44960|issue:44977", "issue:44451|issue:44488", - "issue:42491|issue:45276", "issue:45313|issue:45357", + "issue:42491|issue:45276", "issue:44488|issue:44991", "issue:39692|issue:43994", - "issue:43644|issue:43645", "issue:43708|issue:44075", + "issue:43644|issue:43645", "issue:45488|issue:45812", "issue:43856|issue:43873", - "issue:43856|issue:44387", "issue:43854|issue:43931", + "issue:43856|issue:44387", "issue:43257|issue:43854", "issue:45362|issue:45406", "issue:44960|issue:46050", @@ -1962,20 +2001,20 @@ "issue:44910|issue:45588", "issue:43404|issue:43454" ], - "prepared_review_unit_hash": "75d9428dd3c9bc5de355e74b72990b0efbc80d388e3ab1cd08ca2fafbf9f1071", + "prepared_review_unit_hash": "2d20bc68b79aef52c3b51667d779524e0912f687a2fc088c8f6a0d114eb9b9a2", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36471, + "serialized_chars": 36470, "estimated_input_tokens": 9118, "estimated_eval_tokens": 18492 }, @@ -1984,204 +2023,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of Transformers v5 regression reports, with a small duplicate subcluster around the non-persistent buffer junk bug and a likely SigLIP2 model/processor mismatch pair. No PRs are present.", - "confidence": 0.61, - "canonical_issue_reason": "Issue #45812 is the broadest, highest-signal report: it describes a silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is a better umbrella than the narrower model-specific loading bugs.", + "summary": "Mostly a mixed set of Transformers bug reports with a few clear duplicate pairs. The strongest true duplicates are the non-persistent-buffer regression and the resize_token_embeddings propagation bug; most other soft pairs are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed report in the set, with the most inbound references and a wide user-facing failure mode around quantization/offloading. It is the best single anchor for the cluster even though the cluster itself is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "#45812 is the best representative issue in this set because it is generalized, user-facing, and clearly regression-oriented; several other items are narrower model-specific failures rather than cluster-level representatives.", + "best_issue_reason": "issue:43873 is the best representative issue overall: it is actively discussed, has multiple inbound references, and describes a broadly impactful runtime failure rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures and code paths: DeepSpeed ZeRO-3/BertModel indexing vs add-new-model-like tokenizer mapping behavior." + "reason": "Different failures: a ZeRO-3 BertModel IndexError versus a tokenizer-mapping registration bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Unrelated bugs: ZeRO-3 initialization on BertModel vs tokenizer mapping/name handling." + "reason": "These describe unrelated bugs: BertModel/ZeRO-3 init failure vs add-new-model-like tokenizer mapping behavior." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-related, but they affect different models and likely different validation rules; too broad to treat as the same bug." + "reason": "Both involve loading/config validation, but the model families and failure modes differ; not clearly the same bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping failure and mask shape IndexError are unrelated." + "reason": "Tokenizer-mapping registration and a mask shape IndexError are unrelated code paths." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/offload/memory, but one is dequantized device_map offload and the other is mmap OOM on Strix Halo; not the same underlying issue." + "reason": "Offload/dequantized loading failure and Strix Halo mmap OOM are different problems." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities while the other is a docs example with multiple errors and quantization failure; not clearly the same bug." + "reason": "Same model family, but one is zero probabilities and the other is a doc example with model/processor mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical regression report: both say Transformers v5 fills non-persistent buffers with junk, clearly the same underlying bug." + "reason": "Same regression: Transformers 5.x fills non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different problems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different models and failures; shared training/loading context is too broad to treat as one bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-family, but the failures are distinct (cudaErrorAssert on auto device map vs FineGrainedFP8Config loading)." + "reason": "Both are Qwen3-related, but cudaErrorAssert on A800 and FineGrainedFP8Config failure are distinct issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Completely different areas: FP8 config failure vs mmap/OOM on Strix Halo." + "reason": "Unrelated failures: Qwen3Moe FP8 config versus Strix Halo mmap/OOM." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." + "reason": "Different model families and different flash-attention behavior." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but on different models; too little evidence for the same underlying defect." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Both are model-loading complaints, but the reports are for different models and no shared root cause is established." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "One is ZeRO-3 language_model weight loading; the other is incorrect visual encoder keys on save_pretrained." + "reason": "Both mention SigLIP2, but one is a doc example with extra errors while the other is a general nonsensical-results report." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Tokenizer loading failures for different models; likely related only at a very broad regression level." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 base model and same underlying mismatch/output corruption theme; the docs example mismatch and the nonsensical AutoModel/pipeline results look like the same processor/model pairing bug." + "reason": "Trainer checkpoint step calculation and SGD argument handling are unrelated." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Related to Transformers 5.0.0 regressions, but these are different bugs: non-persistent buffers vs Jupyter custom-model initialization." - }, - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Trainer checkpoint math and SGD argument handling are unrelated." + "reason": "Non-persistent buffer corruption is unrelated to notebook custom-model initialization failures." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer/model paths and are not clearly the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure mechanisms." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency vs quantization offloading behavior are different issues." + "reason": "Training memory inefficiency and quantization/offloading failure are related only at a very broad resource-management level." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Both involve memory usage, but one is Qwen3 MoE training and the other is int4 quantization reserved-memory growth; not the same root cause." + "reason": "Different model families and different loading errors." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Different model load failures with no clear shared code-path bug." + "reason": "Different symptoms: Qwen3 MoE training memory usage versus int4 quantization OOM regression." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash test load failure are unrelated." + "reason": "Accelerate+DeepSpeed MoE weight conversion and GLM-4.7-Flash load tests are not the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different failures." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 title placeholder vs sinq save/load regression; no shared concrete bug." + "reason": "GLM5 loading/training issue versus quantized save_pretrained/from_pretrained breakage." }, { "left": "issue:42491", - "right": "issue:45292", + "right": "issue:45276", "accept": false, - "reason": "Different model families and different resize/load behavior." + "reason": "LoRA/qwen3_moe compatibility and gemma4 resize_token_embeddings propagation are unrelated." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA compatibility regression vs Qwen3-VL weight-shape mismatch are unrelated." + "reason": "No shared underlying bug: LoRA/qwen3_moe compatibility versus Qwen3-VL weight-shape mismatch." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both are save/load related, but extra_state handling and init_empty_weights/_is_hf_initialized are distinct failures." + "reason": "Save/load extra_state handling and init_empty_weights unexpected argument are separate loading bugs." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings bugs, but they appear to be model-specific failures in different architectures rather than one concrete duplicate." + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied output/input embeddings." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError for sink-less models." + "reason": "Both touch flash-attention, but one is a position_ids packing crash and the other is an s_aux=None AttributeError." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve untied lm_head weights, but on different model classes and likely different tie-weights implementations; not enough to merge as duplicates." + "reason": "Both are lm_head tying issues, but they appear model-specific rather than one concrete shared code-path bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: #45812 is the strongest umbrella issue for the Granite tokenizer regression, and the notes about the v5 regression / no-PR situation are supported. The soft-edge decisions are mostly conservative; the two accepts are plausible duplicates based on near-identical or closely matching SigLIP2 / non-persistent-buffer reports, and the rest are appropriately rejected as too weakly related." + "feedback": "The summary is grounded in the packet, and the conservative stance on most soft pairs is appropriate. The two accepted duplicate pairs are well supported by near-identical titles and matching bug descriptions, and the canonical issue choice is defensible from the discussion/inbound-reference signals." }, "evaluator_used": true, "retried": false, @@ -2200,7 +2221,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36010", "issue:39404", @@ -2257,8 +2278,8 @@ "issue:39692|issue:44960", "issue:44402|issue:44488", "issue:42947|issue:45704", - "issue:36010|issue:39404", "issue:43873|issue:44387", + "issue:36010|issue:39404", "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:45663|issue:45859", @@ -2270,16 +2291,16 @@ "issue:42947|issue:43381", "issue:45276|issue:45292", "issue:44164|issue:44756", - "issue:44479|issue:44877", "issue:43854|issue:45216", + "issue:44479|issue:44877", "issue:43381|issue:44928", "issue:45684|issue:45698", "issue:45588|issue:45663", "issue:43646|issue:43708", "issue:43645|issue:44164", - "issue:43828|issue:43957", "issue:45292|issue:45335", "issue:45812|issue:46315", + "issue:43828|issue:43957", "issue:43425|issue:43828", "issue:44402|issue:44451", "issue:44589|issue:44756", @@ -2289,256 +2310,256 @@ "issue:43611|issue:43645", "issue:43425|issue:43716" ], - "prepared_review_unit_hash": "61357703dd10c0a7c961a7e0a9b0fdc991d52b83df0d89abdbb8221eed808eee", + "prepared_review_unit_hash": "4f3d96727025d89196fa9165048846e5bbc3ff598094a285ec3e893550953e84", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38515, - "estimated_input_tokens": 9629, - "estimated_eval_tokens": 19514 + "serialized_chars": 38510, + "estimated_input_tokens": 9628, + "estimated_eval_tokens": 19512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with one clear duplicate subgroup around `resize_token_embeddings` not updating output embeddings. The rest are separate model/loading/checkpointing/quantization issues and should stay separate.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only clear duplicate family is the `resize_token_embeddings` regression affecting output embeddings / decoder embeddings; the rest are too different to merge as duplicates.", "confidence": 0.89, - "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the core, model-agnostic bug (`resize_token_embeddings` not affecting output embeddings) and cleanly subsumes the narrower Gemma4/T5Gemma variants.", + "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the core bug in the most general form (`resize_token_embeddings` not updating output embeddings), and the other close matches look like model-specific manifestations of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is also the best overall representative issue: it is the most general formulation of the only true duplicate subgroup in this cluster.", + "best_issue_reason": "`issue:45292` is the strongest global issue representative: it is broad enough to cover the specific Gemma4 and T5Gemma reports while still describing the same concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are loader/runtime regressions, but they fail in different ways (`torch`/`meta` loading vs generic torch 2.10 incompatibility). No shared concrete code-path bug." + "reason": "Both are loading/runtime regressions, but one is a Torch-version compatibility issue and the other is a `torch.device(\"meta\")` model-loading bug; different code paths." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference token leakage. Not the same bug." + "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batched inference leakage are unrelated failures." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated topics: SigLIP2 docs/model-preprocessor mismatch vs GLM5. No evidence of a shared underlying defect." + "reason": "Doc/example errors for SigLIP2 and a GLM5 issue are not the same bug." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention tokenizer/model loading, but one is a vocab-size mismatch and the other is a specific model load failure. Too little overlap to be the same bug." + "reason": "These concern different models and different loading/token-vocab problems." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA problem vs T5 apex RMSNorm memory leak. Different code paths and fixes." + "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are unrelated." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Import error for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." + "reason": "Both touch quantization/offloading, but one is offloading behavior and the other is int4 memory growth/OOM; not the same concrete bug." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Both involve quantization/memory behavior, but one is offloading failure and the other is increased reserved memory/OOM. Not clearly the same defect." + "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are separate issues." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 KeyError in attention internals vs Qwen composite config unwrapping. Different model families and failure modes." + "reason": "FSDP2 `shared_kv_states` rebuilding and `from_config` not unwrapping `text_config` are different Qwen/Gemma multimodal bugs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling vs mmap/OOM on Strix Halo. Different mechanisms and symptoms." + "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated loading problems." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Both touch model internals/offload, but one is Gemma4 FSDP attention state and the other is Qwen3_5Moe rotary embedding CPU-offload incompatibility. Not the same bug." + "reason": "Gemma4 FSDP2 `KeyError` and Qwen3_5Moe CPU-offload incompatibility are different failures." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch token leakage is unrelated to Gemma4 PLE device placement during `device_map=\"auto\"` forward." + "reason": "AudioFlamingo3 embedding/token leakage is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization memory growth vs Strix Halo mmap OOM are different issues with different causes." + "reason": "Int4 quantization memory reservation and Strix Halo mmap OOM are different root causes." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Model checkpoint loading/type mismatch vs MXFP4 quantization fallback. Different bugs." + "reason": "NVFP4 loading failure and MXFP4 loading/fallback behavior are distinct quantization bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`torch.device(\"meta\")` loading regression is not the same as disabling mmap to avoid OOM." + "reason": "Meta-device model loading and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug and Gemma4 FSDP attention bug are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 attention state handling are not the same bug." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility. Distinct bugs." + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is disallowed in eval mode; different issues." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to output embeddings; `45276` is the Gemma4-specific manifestation." + "reason": "Same underlying bug: `resize_token_embeddings` does not update output embeddings, with 45276 being the Gemma4-specific manifestation." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`save/from_pretrained` extra_state handling is unrelated to Strix Halo mmap OOM." + "reason": "`save/from_pretrained` extra_state handling and Strix Halo mmap/OOM are unrelated." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Video-input regression for Qwen VL models vs strict config rejecting granite_speech. Different model families and code paths." + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are different model-loading problems." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue and Qwen3.5 `save_pretrained` regression are separate model-specific bugs." + "reason": "Video-input regression for Qwen VL models and strict Granite speech config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing incompatibility is not the same as RLHF NaN/SDPA fallback from 3D `position_ids`." + "reason": "Eval-mode gradient checkpointing restriction and Qwen3.5 RLHF gradient explosion are different failures." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation during save vs wrong custom module loaded after save are related to custom models but not the same concrete bug." + "reason": "One is read-only permission propagation during `save_pretrained`, the other is wrong custom-module loading after save; related area, but not the same bug." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less crash on `s_aux=None` and Gemma4 FSDP shared-kv state rebuild are unrelated." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 state rebuilding are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage vs `resume_from_checkpoint` max-step miscalculation. Different functionality." + "reason": "Custom model initialization regression and Trainer checkpoint-resume `max_steps` miscalculation are different bugs." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization issue and `extra_state` save/load handling are not the same bug." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading regressions are different failure modes." + "reason": "Jupyter/custom-model initialization breakage is unrelated to `extra_state` save/load handling." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same bug family: `resize_token_embeddings` failing to update output embeddings, with `45335` being a T5Gemma-specific report." + "reason": "Same resize-token-embedding bug family; 45335 is the T5Gemma-specific case where `decoder.embed_tokens` is not updated." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer correctness regression (wrong token IDs) vs tokenizer performance regression (slow `convert_tokens_to_ids`). Same area, different bugs." + "reason": "Wrong token IDs and slower `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch compatibility/load failure vs autocast dtype mismatch; no shared concrete bug." + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are different issues." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading/tokenizer reports, but one is a vocab-size inconsistency and the other is a specific inability to load a model. Not enough evidence they are duplicates." + "reason": "Tokenizer vocab mismatch in one model and a separate model-load failure in another are not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing storage object error under float8 loading is unrelated to Strix Halo mmap OOM." + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex attention on torch >= 2.9 and Gemma4 PLE device mismatch are different problems." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code-path problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenization changes across versions are separate issues." + "reason": "Whisper pipeline `return_language` breakage and tokenizer-version changes are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Generic torch incompatibility is unrelated to Gemma4 PLE auto device-map forward failure." + "reason": "Torch compatibility and Gemma4 PLE device mismatch are not the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base-model-prefix loading regression and notebook custom-model initialization breakage overlap only broadly at model loading, not at the same concrete code path." + "reason": "Both involve custom models under Transformers 5, but one is `base_model_prefix` loading and the other is notebook-based initialization; different concrete failures." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are separate bugs." + "reason": "Torch version compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies one clearly supported duplicate subgroup around `resize_token_embeddings`, while treating the rest as separate based on distinct titles/failure modes. The accepted soft-edge links within the resize_token_embeddings family look reasonable and mergeable into one bugfix." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the resize_token_embeddings/output_embeddings family as a clear duplicate cluster, while treating the other high-similarity pairs as non-duplicates for distinct reasons. The two accepted soft edges are well supported by the issue titles and descriptions." }, "evaluator_used": true, "retried": false, @@ -2554,10 +2575,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:32090", "issue:36032", @@ -2616,8 +2637,8 @@ "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43906|issue:46326", - "issue:43425|issue:44918", "issue:43901|issue:44509", + "issue:43425|issue:44918", "issue:46050|issue:46326", "issue:36032|issue:43452", "issue:43994|issue:44079", @@ -2642,226 +2663,226 @@ "issue:36032|issue:42915", "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "4aa975cdb091ad6a393e2809bbaa56e6a0465e1e02041c21ae11707ee675fe5a", + "prepared_review_unit_hash": "1ab313da16ed0226ce467c8f33082d329a142b4278653d29da026b70d88bfde8", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37408, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers v5-era regressions and feature gaps across tokenizers, model loading, quantization, and training. The soft pairs overlap thematically, but none appear to describe the same underlying bug or a PR-worthy shared fix.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: a v5 model-loading regression affecting multiple architectures. It is more central than the narrower tokenizer, quantization, or model-specific reports, though the cluster itself is heterogeneous.", + "summary": "The cluster is highly heterogeneous: most soft pairs are superficial overlaps around tokenizers, loading, or v5 regressions, but they do not share the same concrete bug or fix path. All soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue is justified; the items span unrelated bugs/features across model loading, tokenizers, quantization, docs, and runtime/device-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue anchor because it is a general loading regression and could plausibly sit at the center of related v5 breakages. Still, it is not a true duplicate of the other reports.", + "best_issue_reason": "If a representative issue is needed, issue 45081 is the closest anchor because it is a concrete tokenizer-loading regression with some nearby similarity to other tokenizer failures, but it still does not unify the cluster into one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different bugs: one is PagedAttentionCache/group-type handling on Qwen3.5, the other is a template compilation error." + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash vs a generic template-node compilation error." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The shared theme is only \u201cQwen-related failure\u201d; one is a reproduction of another issue, the other is a cache/runtime crash." + "reason": "An isolated reproduction of an old issue is not the same bug as the Qwen3.5 cache crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated code paths." + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check is a different export-path bug than Perceiver interpolation failure." + "reason": "torch.export/torch_compilable_check failure is a different code path from Perceiver interpolation behavior." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for specific Qwen VL models is not the same as a generic mask-shape IndexError." + "reason": "Video-input regression for Qwen VL is not the same as a mask-shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Storage-type lookup failure and template-node compilation error are distinct failures." + "reason": "Float8 storage lookup failure and non-template-node compilation failure are distinct bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but one reproduces an existing issue while the other is about continue_final_message with mistral_common." + "reason": "A reproduction of issue 38071 does not match the mistral_common continue_final_message tokenizer bug." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Torch incompatibility and Qwen3.5 embedding unpacking with TRL are separate integration problems." + "reason": "Both are docs-related, but they concern different pipeline/task deprecations and should not be merged." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "One is a doc/behavior mismatch for TextClassificationPipeline, the other is docs for removed pipeline tasks." + "reason": "Torch 2.10 incompatibility and Qwen3.5 SFT embedding unpacking are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized-model save/load breakage is unrelated to mistral_common final-message handling." + "reason": "Quantized save/load breakage is a different problem from tokenizer continue_final_message handling." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are different tokenizer-loader failures." + "reason": "T5Tokenizer special-token conflict and gguf_file loading failure are separate tokenizer/model-loading issues." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SIGLIP2 bad outputs and ModelOutput key assignment with None are unrelated." + "reason": "SIGLIP2 nonsensical outputs and ModelOutput key assignment with None are unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are different model-loading issues." + "reason": "Same model family, but one is a version-gated loading regression and the other is a weight-shape mismatch; not the same concrete fix." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3 initialization error and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Deepspeed zero3 BertModel init failure is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked LM predictions and tokenizer loading for EMBEDDIA/est-roberta are different regressions." + "reason": "CamemBERT MLM prediction regression and est-roberta tokenizer load failure are different bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/from_pretrained handling and unwrapping text_config in from_config are separate serialization/config issues." + "reason": "Handling extra_state in save/from_pretrained is not the same as unwrapping text_config in from_config." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading for a specific model and Mistral regex patch crash have different failure mechanisms." + "reason": "Both involve tokenizers, but the failing models and code paths differ: est-roberta loading vs Mistral regex patching." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and disabling mmap on Strix Halo to avoid OOM are not the same bug." + "reason": "Qwen3 MoE training memory inefficiency and disabling mmap for Strix Halo OOM are separate memory issues." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language output regression and CamemBERT MLM prediction regression affect different models and paths." + "reason": "Whisper return_language and CamemBERT masked-LM prediction errors are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization of extra_state and Qwen video-input regression are unrelated." + "reason": "Extra_state serialization and Qwen VL video-input regression do not share a code path." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and Mistral regex patching are distinct tokenizer issues." + "reason": "Both are tokenizer-loading failures, but for different models and different underlying mechanisms." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure and flex_attention compilation failure are separate areas." + "reason": "TOKENIZER_MAPPING_NAMES handling and compiled flex_attention failures are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU arange/device bug and Qwen3.5MoE CPU offload incompatibility are different execution-path issues." + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are distinct device-related bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "A tokenizer loading failure and a model-loading failure on transformers>=5.1.0 are not the same concrete bug." + "reason": "Both are model-loading failures, but they involve different models and likely different loader bugs." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language regression are unrelated." + "reason": "Trainer gpu_broadcast_one NoneType and Whisper pipeline return_language are unrelated errors." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading failure and non-persistent buffer junk initialization are distinct code paths." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are different issues." + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image preprocessor dtype mismatch and template compilation error are unrelated." + "reason": "Mistral image-preprocessor dtype mismatch and template-node compilation errors are different bugs." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3Model text encoder weights not loading are different model-specific loading changes." + "reason": "CLIPTextModel structure inconsistency and Sam3Model text-encoder weights not loading are unrelated model-loading issues." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." + "reason": "GPT-OSS perplexity on WikiText-2 and tokenizer post-processor update behavior are not the same bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are different problems." + "reason": "T5Tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code and Qwen3.5 PagedAttentionCache crash do not share the same underlying fix." + "reason": "trust_remote_code missing fields and Qwen3.5 linear_attention cache crash do not share a concrete fix path." } ] }, @@ -2880,10 +2901,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:34567", "issue:36032", @@ -2936,15 +2957,15 @@ ], "soft_pairs": [ "issue:34567|issue:40444", - "issue:43541|issue:45084", "issue:44451|issue:44987", - "issue:42175|issue:46178", + "issue:43541|issue:45084", "issue:40444|issue:46326", + "issue:42175|issue:46178", "issue:44811|issue:45584", "issue:42915|issue:44530", "issue:43644|issue:43646", - "issue:43452|issue:43482", "issue:44206|issue:44220", + "issue:43452|issue:43482", "issue:43883|issue:44488", "issue:36032|issue:43645", "issue:43317|issue:43482", @@ -2957,9 +2978,9 @@ "issue:43645|issue:44534", "issue:43646|issue:44534", "issue:44403|issue:45081", - "issue:42915|issue:45084", - "issue:43404|issue:44466", "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:42915|issue:45084", "issue:43994|issue:44610", "issue:43322|issue:43540", "issue:43377|issue:43819", @@ -2971,244 +2992,244 @@ "issue:44220|issue:44683", "issue:42915|issue:44291" ], - "prepared_review_unit_hash": "f2d1e86dfc7b27c707df53b6b5876491a48f76a80fcd170f248ee1bad5d6a7eb", + "prepared_review_unit_hash": "26e02d3f920d37d0e840cf455b8edb4fcfe085e756448c84ccd22e4c4ae6bc41", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38325, - "estimated_input_tokens": 9582, - "estimated_eval_tokens": 19420 + "serialized_chars": 38321, + "estimated_input_tokens": 9581, + "estimated_eval_tokens": 19418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster; it\u2019s a loose set of unrelated Transformers issues with a few thematic overlaps around v5 regressions, model loading, and audio/vision edge cases. No soft pair looks confidently identical from the available titles alone, so I rejected all of them.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression here: it describes general custom model initialization breakage, which is closer to the cluster\u2019s recurring initialization/loading theme than the narrower cases.", + "summary": "This cluster is mostly heterogeneous: several titles are superficially similar, but they describe different concrete regressions, models, or code paths. I would not merge any of the soft edges; at most, issue 43646 is the broadest representative of the small custom-model-init subset.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43646 is the broadest, cleanest regression report among the closest-looking items (43644/43645/43646), so it is the best representative issue if one must be chosen; however, the surrounding cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best umbrella issue to represent the cluster because it is general, clearly scoped, and likely to be reused as a reference point for nearby v5 initialization regressions.", + "best_issue_reason": "issue:43646 is the most general and highest-signal issue title in the cluster, but it should only serve as a local representative, not evidence that the whole cluster is one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Unrelated: TrainerState token accounting vs multimodal iterable-dataset finetuning failure." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Different failures and code paths: torch dynamo tracing on Mixtral vs template compilation error." + "reason": "Unrelated failures: TrainerState token counting vs Qwen2.5-VL iterable image batching." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-load failures, but they involve different models and different symptoms; not enough to treat as the same bug." + "reason": "Both are model-loading failures, but they affect different models and likely different loader paths." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Distinct backend/package issues: torch extra not pulling TensorFlow vs missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Different concrete problems: torch dynamo grouped_mm tracing error vs template-node compilation error." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal dataset batching bug vs tokenizer chat-template behavior; unrelated." + "reason": "Different areas and symptoms: multimodal dataset handling vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend availability, but one is missing TensorFlow in an extra and the other is an unsupported backend mapping entry." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both mention Whisper, but one is batch_decode special-token handling and the other is empty-transcription generation after align_special_tokens; different bugs." + "reason": "Both touch Whisper/special tokens, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different subsystems and symptoms: FineGrainedFP8Config failure vs PagedAttentionCache group-type crash." + "reason": "Different model/runtime failures: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache linear_attention group handling on Qwen3.5." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization; separate issues." + "reason": "Related v5 initialization regressions, but one is non-persistent buffers being filled with junk and the other is generic custom model initialization failure." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Both involve GGUF/model loading, but the titles point to different concrete failures and no shared code-path is evident." + "reason": "Same audio feature area, but the reported failures are different concrete bugs." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Likely related audio code, but one is a specific unsupported center arg regression and the other is a generic helper-function issue; not enough to merge." + "reason": "Both involve GGUF loading, but one is a generic from_pretrained/gguf_file regression and the other is a specific Qwen2.5-GGUF failure." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Shared model-loading theme only; one is a missing attribute on MolmoForCausalLM, the other is a specific model load failure." + "reason": "Different models and failures: missing tied-weights metadata vs inability to load a specific BERT checkpoint." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer metaclass/method conflict vs custom model initialization regression; unrelated." + "reason": "Tokenizer method-name conflict is unrelated to custom model initialization regressions." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure vs GGUF model loading failure; different loading paths." + "reason": "Different loading paths: dequantized device_map offload vs GGUF model loading in v5." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; no same bug signal." + "reason": "Different failures and code paths; no evidence they are the same underlying bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are versioned load regressions, but on different artifacts and different failure modes; not the same underlying issue." + "reason": "Both are versioned loading regressions, but for different models and likely different tokenizer/model configs." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5/Qwen3.5 model bugs with unrelated behavior." + "reason": "Different Qwen model bugs: hidden-state output handling vs RoPE temporal \u0564\u056b\u0580. scaling for still images." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading vs continue_final_message tokenizer behavior; unrelated." + "reason": "Different subsystems: local PEFT checkpoint loading vs mistral_common chat-tokenization behavior." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency vs cache sequence-length return type; different code paths." + "reason": "Generation inconsistency with compiled forward is not the same bug as StaticCache.get_seq_length returning a tensor." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sample-rate defaulting vs MIMI encoder padding-mask behavior; unrelated." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is missing padding-mask support in MIMI." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization in Jupyter vs non-persistent buffer junk; separate regressions." + "reason": "Both concern v5 initialization regressions, but the notebook/custom-model issue is not the same as non-persistent-buffer corruption." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "General custom model init breakage and non-persistent buffer corruption are different symptoms and likely different fixes." + "reason": "Generic custom model initialization failure is broader than, but not identical to, junk-filled non-persistent buffers." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise vs Mistral tokenizer regex patch crash; unrelated." + "reason": "Different symptoms: loading noise vs a tokenizer crash in _patch_mistral_regex." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "FP8 model failure vs template compilation error; no common bug." + "reason": "Different model families and failure modes; no concrete shared bug is evident." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Weight tying issue in Mistral3ForConditionalGeneration vs serialization of lm_head.weight; related to weights but not the same defect." + "reason": "Weight tying bug in Mistral3 is unrelated to device-dependent lm_head serialization inconsistency." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Missing all_tied_weights_keys vs tokenizer loading failure; different problems." + "reason": "Completely different errors: FP8 configuration failure vs template-node compilation error." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Model inference quality issue vs processor image-size mismatch; unrelated." + "reason": "Different multimodal issues: bad AutoModel/pipeline outputs vs processor size mismatch for OmDet-Turbo." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segmentation fault loading Llava Next vs Qwen3OmniMoe video input ValueError; different multimodal bugs." + "reason": "Distinct multimodal failures: Llava Next load segfault vs Qwen3OmniMoe video-input ValueError." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding-mask issue vs DAC from_latents STE mismatch; distinct audio-model bugs." + "reason": "Both are correctness bugs in audio/token models, but they involve different components and different underlying mechanisms." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs cache sequence-length contract mismatch; not the same issue." + "reason": "Generation overhead and StaticCache return-type mismatch are unrelated problems." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading failures: generic transformers>=5.1 model load vs Mistral tokenizer regex patch crash." + "reason": "Different loaders and failure signatures: model loading regression vs Mistral regex patch crash." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Specific model load failure vs Mistral tokenizer backend_tokenizer attribute error; unrelated." + "reason": "Different affected models and root causes; not the same tokenizer bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export compatibility issue vs OmDet processor input-resolution mismatch; unrelated." + "reason": "torch.export/checkpointing compatibility is unrelated to OmDet-Turbo processor sizing." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure vs convert_tokens_to_ids performance regression; different bugs." + "reason": "Tokenizer loading failure vs slow convert_tokens_to_ids regression; different bugs." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank helper issue vs compiled flex_attention regression; unrelated." + "reason": "Audio fbank helper issue vs compiled flex_attention failure on newer torch; unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs init_empty_weights argument regression; different loading/init paths." + "reason": "Different regressions: FineGrainedFP8Config on Qwen3Moe vs init_empty_weights/_is_hf_initialized argument mismatch." } ] }, @@ -3227,10 +3248,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:33666", "issue:35707", @@ -3281,248 +3302,245 @@ "issue:46326" ], "soft_pairs": [ - "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:45216|issue:45357", + "issue:36032|issue:43742", "issue:42915|issue:44589", "issue:46209|issue:46326", "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:43531|issue:44877", + "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:43296|issue:43531", - "issue:43404|issue:45127", - "issue:40444|issue:45325", "issue:43425|issue:44403", + "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43792|issue:44589", "issue:40990|issue:44811", "issue:44403|issue:44991", - "issue:43632|issue:44534", "issue:33666|issue:40444", + "issue:43632|issue:44534", "issue:44683|issue:45020", "issue:43421|issue:44568", "issue:44079|issue:45663", "issue:43381|issue:45923", "issue:44291|issue:44589", "issue:43482|issue:45538", - "issue:35707|issue:40444", "issue:44829|issue:45479", "issue:44462|issue:45812", + "issue:35707|issue:40444", "issue:43482|issue:43525" ], - "prepared_review_unit_hash": "322af53d06590b55d513549b9390b77dbfb6ec29a3eeda0a1c1dd9ef918e2b6e", + "prepared_review_unit_hash": "3ae6a5cee88a5bafb4feb8c2c8de12bb3fecf729737efba71946fa5fa4fddf98", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35802, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "serialized_chars": 35800, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only soft-edge pair that looks like the same concrete bug is the Qwen3.5 `save_pretrained` regression (45216/45357). The Granite AutoTokenizer/tokenizer.json pair is thematically related but not strong enough here to treat as a confirmed duplicate subgroup.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45812 is still the best anchor because it describes a broad, concrete AutoTokenizer regression with clear user impact across Granite models and multiple inbound references.", + "summary": "This cluster is mostly a loose collection of unrelated transformer regressions and model-specific issues. A few pairs share broad themes (Qwen save_pretrained, tokenizer loading, Qwen-VL regressions), but none are clearly the same concrete bug from the available evidence.", + "confidence": 0.45, + "canonical_issue_reason": "issue:45812 is the strongest representative issue: it describes a broad, explicit regression in AutoTokenizer with multiple inbound references and a clear user-visible failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone issue to represent the tokenizer regression cluster because it is broad, well-scoped, and likely to attract maintainer follow-up.", + "best_issue_reason": "issue:45812 is a good canonical candidate because it is specific, impactful, and broadly worded enough to represent the tokenizer regression family without overfitting to one model.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "Different tokenizer/model-loading failures with distinct symptoms and likely root causes." - }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Both involve loading issues, but the reported errors and affected paths are too different to be the same bug." + "reason": "Different failure modes: AddedToken special-arg conflict vs. loading failure for a specific model. No shared concrete bug path." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect checkpoint output; the later issue reads like a more specific follow-up of the same serialization bug." + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained, but one is a broad checkpoint regression and the other is a specific visual-encoder-key issue; not enough to \u092a\u0941\u0937\u094d\u091f\u093f same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated tokenizer class error vs. MobileLLM load KeyError." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Unrelated FP8 failures: one is a config/load problem, the other is a missing storage type." + "reason": "Both mention FP8/float8, but one is a model/config failure and the other is a storage-object runtime error on a different path." }, { "left": "issue:46209", "right": "issue:46326", "accept": false, - "reason": "Completely different areas: FP8 inference on B200 versus tokenizer chat/message handling." + "reason": "FP8 inference on B200 and mistral_common continue_final_message are unrelated." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL regressions, but one is video-input behavior and the other is still-image rope/position-id scaling." + "reason": "Both touch Qwen-VL, but one is a broad video-input regression and the other is a still-image rope-index scaling bug; not clearly the same defect." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "A tokenizer constructor conflict and a Qwen3 auto-device-mapping CUDA assert are not the same underlying bug." + "reason": "Tokenizer loading conflict vs. Qwen3 auto device mapping cuda assert; different code paths." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different subsystems and symptoms: sliding-window behavior versus strict config loading." + "reason": "Qwen3-MoE sliding_window behavior and Granite speech config loading are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tie_word_embeddings, but the concrete symptoms and affected paths differ substantially." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "A v5 initialization-flag regression and a Strix Halo mmap/OOM issue are unrelated." + "reason": "_is_hf_initialized loading regression and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and failure modes." + "reason": "PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window issue; no common bug." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both touch weight tying, but they describe different code paths and failures." + "reason": "Torch compatibility issue vs. loading noise regression; not the same artifact." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL related, but they involve different inputs and different bugs." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch compatibility and noisy loading logs are unrelated." + "reason": "IterableDataset multi-image finetuning failure and rope-index temporal-position bug are different Qwen2.5-VL problems." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Separate Transformers v5 regressions affecting different loading/initialization paths." + "reason": "Base model prefix loading bug vs. non-persistent buffer initialization bug; distinct failures." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Completely different problems with no shared code-path evidence." + "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens bug are not the same issue." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "General load noise versus a specific tokenizer regression for est-roberta." + "reason": "Generic loading noise and est-roberta tokenizer loading regression are different symptoms and likely different code paths." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Different regressions in the model initialization/loading stack." + "reason": "Both are Qwen-VL-related training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both concern Qwen VL training, but one is multi-GPU training and the other is multi-image iterable-dataset prompting." + "reason": "Different v5 regressions: initializer flag handling vs. buffer corruption." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." + "reason": "Compiled flex_attention torch-compat failure and remote_code loading regressions are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Shared special-token theme, but one is runtime post-processor updates and the other is missing BOS/EOS insertion on a specific tokenizer." + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is add_special_tokens not adding BOS/EOS; not the same defect." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different object/model bugs with distinct failure mechanisms." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode is different from a missing `supports_gradient_checkpointing` flag." + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are different issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different initialization/runtime issues." + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to the Float8 storage lookup failure." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Unrelated model-loading behavior: GGUF loading versus CLIPTokenizer max length." - }, - { - "left": "issue:35707", - "right": "issue:40444", - "accept": false, - "reason": "Different generation/training paths and failure modes." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length issue are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are degenerate-training reports, but the underlying causes differ." + "reason": "Flash-attention-3 training degeneration and zero-loss single-label classification are different model-training bugs." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "The evidence only shows a loose AutoTokenizer/tokenizer.json similarity; it is not enough to conclude the same underlying bug." + "reason": "Both concern AutoTokenizer regressions, but one is about ignoring tokenizer.json and the other about wrong Granite token IDs; not enough evidence they are the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model-loading failures with distinct causes." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate loading issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Mostly grounded, but one soft-edge accept is too strong for the packet alone: issue:44462 and issue:45812 share the AutoTokenizer/tokenizer.json theme, yet the evidence only supports a loose similarity, not the same underlying bug. The 45216/45357 pairing is plausible, but the overall summary should be more conservative and avoid presenting the Granite pair as a confirmed duplicate subgroup without body-level evidence." - }, - "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 }, @@ -3537,7 +3555,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:40444", "issue:41553", @@ -3600,10 +3618,10 @@ "issue:40444|issue:45381", "issue:44265|issue:45072", "issue:43644|issue:44079", - "issue:42175|issue:43296", + "issue:45325|issue:45381", "issue:43611|issue:43646", "issue:43749|issue:44079", - "issue:45325|issue:45381", + "issue:42175|issue:43296", "issue:43792|issue:43957", "issue:43994|issue:44898", "issue:45325|issue:45834", @@ -3614,24 +3632,24 @@ "issue:44291|issue:44877", "issue:44479|issue:45823", "issue:43296|issue:45800", - "issue:43873|issue:45701", "issue:43606|issue:44265", + "issue:43873|issue:45701", "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "bd6e4ebb6933d6068ab7c9e35137cbd45a797aa28019eb9dd2eb96fae6ad42bb", + "prepared_review_unit_hash": "4720c0188523b3dd97b878e41ed7a575808adbaf13597cbc212e35e7ea812829", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35885, + "serialized_chars": 35887, "estimated_input_tokens": 8972, "estimated_eval_tokens": 18200 }, @@ -3640,196 +3658,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issues. The only convincing duplicate-like pair is the Qwen2.5-VL position/rope-index regression between 45325 and 45381. The 40444\u219445381 soft edge is too weak and should be rejected.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it names get_rope_index and the incorrect temporal position scaling in Qwen2.5-VL, which is the most specific shared code-path evidence in the cluster.", + "summary": "Mostly unrelated issues were grouped by broad textual similarity (especially around Transformers v5 and Qwen/VL), but the actual bugs span distinct code paths and models. I do not see any soft pair that is clearly the same underlying fix.", + "confidence": 0.77, + "canonical_issue_reason": "If a representative issue is needed, issue 43611 is the cleanest anchor because it is a concrete, high-signal Transformers v5 loading regression with broad relevance; however, the cluster as a whole is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the best representative issue because it states the concrete bug mechanism rather than only the symptom.", + "best_issue_reason": "Issue 43611 is the best single issue to represent the cluster\u2019s broad v5-loading regression theme, but it should not be treated as a true umbrella for the other model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different bugs: device_map/offload loading failure vs MoE training memory usage." + "reason": "Both mention loading/offload, but one is a device_map dequantized-model failure and the other is Qwen3 MoE training memory usage; different bugs and fixes." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow packaging, but the actual failures differ: missing TF in the torch extra vs tensorboard installed without TF." + "reason": "Both concern missing TensorFlow-related packaging/backend behavior, but one is an install-time backend omission and the other is a runtime tf backend error with tensorboard-only installs." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated: bad tokenizer error for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Completely different areas: tokenizer error messaging for Voxtral vs an Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and code paths: Video-LLaVA architecture issue vs Sam3Model text-encoder weight loading." + "reason": "Both are model-weight/loading complaints, but they target different models and different missing components (video tower vs text encoder)." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both are vision-model regressions, but the concrete failures are different: Video-LLaVA temporal attention/share weights vs Qwen3.5 visual key serialization." + "reason": "Related only at a very broad vision-model level; one is Video-LLaVA architecture weight sharing, the other is Qwen3.5 save_pretrained key serialization." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding_window behavior vs unexpected _is_hf_initialized argument during init_empty_weights loading." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are separate regressions with different code paths." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different internals: ModelOutput key assignment vs non-persistent buffer initialization." + "reason": "ModelOutput key assignment and non-persistent buffer serialization are unrelated internal state/serialization bugs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different code paths: Qwen3 device-mapping cuda assert vs tokenizer regex patch crash." + "reason": "Qwen3 auto device-map CUDA assert and Mistral regex patch crash are unrelated model/tokenizer failures." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching, but the bugs differ: missing padding-mask support in MIMI vs Gemma3 sliding-window NaNs." + "reason": "Both involve batching/masking, but they affect different models and different mechanisms: MIMI padding masks vs Gemma3 sliding-window all-padding NaNs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Too weakly grounded: multi-image-prompt finetuning failure vs video-input vision_position_ids regression; the packet does not establish the same underlying code path." + "reason": "Both are Qwen2.5-VL multimodal position issues, but one is finetuning with multiple images per prompt and the other is video-input position IDs; likely separate fixes." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different failures: torch.export with torch_compilable_check vs bfloat16 dtype mismatch in inference." + "reason": "torch.export exportability and bfloat16 dtype mismatch are distinct problems with no clear shared code path." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Both are v5 regressions, but one is junk-filled non-persistent buffers and the other is ModelOutput key handling." + "reason": "Non-persistent buffer junk values and ModelOutput key assignment are different serialization/state bugs." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Different package/load issues: missing TensorFlow backend in the torch extra vs PaddleOCR-VL load failure in vLLM." + "reason": "Both touch Qwen2.5-VL positional logic, but one is still-image temporal position scaling and the other is video-input vision_position_ids; too different to merge confidently." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Different loading regressions: base_model_prefix handling vs custom model initialization." + "reason": "Both are Transformers v5 model-loading regressions, but one is base_model_prefix handling and the other is custom model initialization; separate root causes." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "Different subsystems: FSDP CPU RAM efficient loading vs ModelOutput key assignment." + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment are unrelated." }, { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL position-id/rope-index regression family; the root-cause report and the video-input symptom align on the same code path." + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is package/backend installation metadata, the other is a vLLM load failure for PaddleOCR-VL; different failure layers." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Unrelated: Whisper runtime failure vs meta-device loading breakage across some models." + "reason": "Whisper runtime failure and meta-device model loading regressions are not the same bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different model-specific inference bugs: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + "reason": "Different vision-model inference problems on different models and code paths." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different issues in different models: Qwen2.5-VL position IDs vs Kosmos2.5 long OCR index error." + "reason": "Both are long-context/multimodal indexing issues, but one is Qwen2.5-VL rope scaling and the other is Kosmos2.5 OCR input indexing." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related vocabulary around tied weights, but different bugs: weight-tying failure vs device-dependent serialization inconsistency." + "reason": "Both involve lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag handling vs dtype mismatch in inference." + "reason": "_is_hf_initialized regression and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Unrelated model/load failures: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading on v5." + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading under v5 are separate model/version issues." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL vision position IDs." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional scaling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different problems: init_empty_weights argument handling vs strict config blocking granite_speech load." + "reason": "Unexpected _is_hf_initialized argument and strict config loading are different initialization/config-validation problems." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different models and symptoms: Qwen video-input regression vs Gemma4 PLE device mismatch." + "reason": "Both are model-specific regressions, but one is Qwen video-input behavior and the other is Gemma4 device-map PLE mismatch." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different incompatibilities: vLLM/PaddleOCR-VL load failure vs torch/transformers version incompatibility." + "reason": "PaddleOCR-VL load failure and torch/transformers incompatibility are unrelated." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Broad version-change theme only; one is quantization/offloading and the other is tokenization drift." + "reason": "CPU-offload device mismatch and torch.export torch_compilable_check failures are different execution paths." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Different concrete bugs: CPU-offload device mismatch vs torch.export failing on torch_compilable_check." + "reason": "Quantization/offloading behavior and tokenization changes are different subsystems." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Both are audio/speech-related, but the bugs differ: sampling-rate defaulting vs PEFT checkpoint loading." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated audio issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster-level conclusion is mostly conservative, but one soft-edge accept is too strong for the packet. The accepted pair issue:40444 \u2194 issue:45381 is not well grounded by the titles alone: one is about finetuning with multiple images per prompt, the other about video-input vision_position_ids. That may be related, but the packet does not establish they share the same underlying code path. The issue:45325 \u2194 issue:45381 accept is much better supported because both explicitly involve Qwen2.5-VL position/rope-index behavior. Because the evaluator should stay conservative on soft edges, this cluster should be rejected as overstated on at least one pair." - }, - "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 }, @@ -3841,10 +3856,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:34634", "issue:35707", @@ -3901,9 +3916,9 @@ "issue:44568|issue:45920", "issue:35707|issue:41720", "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:43606|issue:43819", "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:41720|issue:45823", "issue:39692|issue:40444", "issue:43454|issue:43550", "issue:46305|issue:46315", @@ -3911,8 +3926,8 @@ "issue:43454|issue:45072", "issue:43257|issue:45923", "issue:43317|issue:43873", - "issue:40990|issue:42947", "issue:43377|issue:44898", + "issue:40990|issue:42947", "issue:43322|issue:46050", "issue:43572|issue:45759", "issue:43454|issue:43720", @@ -3927,214 +3942,214 @@ "issue:43881|issue:44991", "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "63cef5cda8ef9c8c78644bae87c0ffce42cc705dd7165e9069f64035be213b9d", + "prepared_review_unit_hash": "d32715da040e2313c5cedd5e2c667a97d476cdc7d2865b3b7903d2fd0bc732df", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36853, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 36852, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs share only broad subsystem similarity (tokenization, loading/offloading, device_map, multimodal processing) but not the same concrete bug. No soft edge looks safe to merge as a duplicate.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45920 is the broadest cross-model v5 tokenizer regression in the set and is the best representative of the tokenizer-related subset, though it is not a duplicate of the other loading/offloading or model-runtime issues.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated bug reports. The soft pairs generally share only broad subsystem/model-family overlap, not the same concrete underlying defect or fix path.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the closest anchor because it is the broadest offloading/quantization/device-placement report in the set, but the cluster is too heterogeneous to treat any issue as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single representative issue because it captures a broad, user-facing regression across multiple models rather than a narrow model-specific failure.", + "best_issue_reason": "issue:43873 is the best representative issue for triage only because it sits at the center of the few offloading/quantization-related overlaps; it still does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different failure modes and domains: perplexity on a language model vs Whisper empty-transcription generation." + "reason": "Different models and failure modes: perplexity on GPT-OSS vs Whisper empty-transcription generation." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset loading and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "Unrelated bugs: Bark voice_preset loading vs generation with inputs_embeds/past_key_values." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS injection for a specific tokenizer while the other is wrong token IDs across multiple models." + "reason": "Both are tokenizer regressions, but they affect different APIs and model families; not the same bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Sequence-generation cache handling and Qwen3 auto device mapping/cuda assert are different code paths." + "reason": "Different code paths: generation cache behavior vs Qwen3 device-map CUDA assert." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crashes and torch.export failures with torch_compilable_check are not the same bug." + "reason": "Tokenizer NER/padding crash is unrelated to torch.export failures around torch_compilable_check." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both involve device_map=\"auto\", but one is a CUDA assert in Qwen3 and the other is a PLE device mismatch in Gemma4; too model- and failure-specific to merge." + "reason": "Different loading failures for different models; no shared concrete defect." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC.from_latents missing STE behavior." + "reason": "Both mention loading/device behavior, but one is CPU-offload mismatch and the other is DAC latent conversion parity." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Both are loading failures, but for different models and likely different root causes." + "reason": "Both involve device placement, but the model classes and failure mechanisms differ too much to be one bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example issues and Qwen2.5-VL finetuning with multi-image IterableDataset are not the same underlying problem." + "reason": "SigLIP2 doc/quantization errors are unrelated to Qwen2.5-VL multi-image finetuning failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying / garbage generation in AyaVision is unrelated to Bamba torch.compile + SDPA failure." + "reason": "Weight tying/generation corruption is unrelated to torch.compile SDPA failures." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window masking off-by-one and slow convert_tokens_to_ids are completely different bugs." + "reason": "Sliding-window masking off-by-one is unrelated to tokenizer speed regression." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask inconsistency and OmDet-Turbo processor resolution mismatch are unrelated." + "reason": "MIMI padding-mask output mismatch and OmDet processor size mismatch are different bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel do not share a concrete code-path bug." + "reason": "lm_head tying/serialization issue does not match bfloat16 dtype mismatches." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate+deepspeed and a missing gradient-checkpointing flag are different problems." + "reason": "Qwen3 MoE weight conversion and missing supports_gradient_checkpointing are separate issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Dequantized model loading with gpu/cpu offload is related in theme to offloading with quantization, but not clearly the same bug or code path." + "reason": "Both touch offloading/quantization, but one is a specific dequantized load failure and the other is a broader offloading regression; not the same concrete bug." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "High perplexity on a model evaluation and ineffective gradient checkpointing with PEFT LoRA are unrelated." + "reason": "Different vision bugs: batched-vs-single encoder outputs vs non-default image resolution handling." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "MIMI batched-vs-single output mismatch and Perceiver non-default resolution failure are different image/audio-model bugs." + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava-Next loading segfault and sinq quantization save/load breakage are not the same failure." + "reason": "Segfault loading Llava Next is unrelated to sinq save/load breakage." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and AutoModelForCausalLM.from_config text_config unwrapping are separate config issues." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to composite Qwen text_config unwrapping." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying in AyaVision and packed-weight unpacking in BitNet accelerate loading are unrelated." + "reason": "Weight tying/generation bug is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL rope index temporal scaling and tokenizer conversion slowdown are unrelated." + "reason": "Qwen2.5-VL rope/position-id regression is unrelated to tokenizer conversion performance." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Llava Next segfault during loading are different model-loading failures." + "reason": "Different models and failure classes: Qwen3 CUDA assert vs Llava Next segfault." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression for a model and kernels version/revision import failure are unrelated." + "reason": "Tokenizer loading failure and kernels dependency/version import error are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk in v5 are both loading-related, but not the same bug." + "reason": "FSDP CPU RAM efficient loading regression is not the same as junk-filled non-persistent buffers." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A 3d_parallel.py runtime issue and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "3d_parallel.py runtime failure and Qwen3MoE FP8 config failure are different issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device mapping CUDA assert and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "Both are Qwen3-family generation/runtime bugs, but the symptoms and code paths differ; too broad to merge." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Serialization of tied lm_head weights and incorrect visual encoder keys on save_pretrained are both save/load regressions, but not the same concrete bug." + "reason": "Incorrect lm_head serialization and wrong visual-encoder save keys are different save_pretrained regressions." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute error are unrelated." + "reason": "Image-processor label reduction bug is unrelated to missing all_tied_weights_keys on MolmoForCausalLM." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading failures, but they affect different artifacts and do not look like one shared defect." + "reason": "Different loading problems for different models; no shared underlying defect." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA reserved-memory OOM and apex FusedRMSNorm memory leak are distinct memory issues with different causes." + "reason": "Int4 CUDA memory regression is unrelated to T5 apex RMSNorm memory leak." } ] }, @@ -4156,7 +4171,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36010", "issue:36331", @@ -4211,16 +4226,16 @@ "issue:40990|issue:45701", "issue:36331|issue:42617", "issue:43065|issue:46402", - "issue:44877|issue:44991", - "issue:36331|issue:42915", "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:44877|issue:44991", "issue:43450|issue:45701", "issue:43873|issue:44756", - "issue:44008|issue:45823", "issue:43550|issue:43720", "issue:43577|issue:43708", "issue:42175|issue:46291", "issue:43404|issue:45357", + "issue:44008|issue:45823", "issue:41720|issue:42617", "issue:44423|issue:45406", "issue:43550|issue:43606", @@ -4237,23 +4252,23 @@ "issue:44671|issue:44743", "issue:45081|issue:45812", "issue:44186|issue:44361", - "issue:43540|issue:43782", - "issue:42915|issue:43322" + "issue:42915|issue:43322", + "issue:43540|issue:43782" ], - "prepared_review_unit_hash": "ea6b678b0500c8c19607f5066c619b798306da5b51301ba8de2401fd5a42fd5f", + "prepared_review_unit_hash": "f68141e4453d337e9203b445e923d2a964416b3c318b6f077b411b8eeb27edce", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37060, + "serialized_chars": 37059, "estimated_input_tokens": 9265, "estimated_eval_tokens": 18786 }, @@ -4262,192 +4277,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous bug reports; there is no strong duplicate core. The closest umbrella issue is the open tokenization regression report, but the soft pairs do not describe the same underlying bugs.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45701 is the broadest and most central issue here: it is open, has multiple inbound references, and describes a version-wide tokenization regression that can plausibly act as the cluster\u2019s umbrella.", + "summary": "This cluster is mostly a set of unrelated Transformers bugs that happen to share broad themes like tokenization, offloading, multimodal loading, or config regressions. I found no pair that is clearly the same concrete underlying issue, so all soft edges are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45701 is the broadest representative here: it is an open, discussion-heavy regression report about version-dependent tokenization behavior, which is the closest umbrella issue among the largely heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single representative because it is the most general, actively discussed regression with cross-cutting impact; the others are narrower, model-specific failures.", + "best_issue_reason": "issue:45701 is the best overall cluster representative because it is broad, still open, and plausibly subsumes multiple tokenizer-regression reports better than the more model-specific or platform-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on gpt-oss-20b is an evaluation/model-quality report, not the same as a version-wide tokenization regression." + "reason": "Both mention version/behavior changes, but one is perplexity on gpt-oss and the other is tokenizer output changes; different symptoms and likely different causes." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected kwarg in CustomTrainer.compute_loss and failure to run 3d_parallel.py are unrelated code paths." + "reason": "Unexpected compute_loss kwarg handling is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different Sam3 bugs in different components." + "reason": "Both touch Sam3, but one is a dummy Conv2d in the pixel decoder while the other is missing text encoder weights; distinct code paths." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Strict config blocking granite_speech loading is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Tokenizer padding/truncation crashes and dtype mismatches are different bug classes in different subsystems." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer loss signature breakage and Qwen3Moe FP8 failure are unrelated." + "reason": "Trainer loss-signature regression is unrelated to a Qwen3 MoE FP8 loading failure." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and dtype mismatches in SwitchTransformers/TimmWrapperModel are different failure modes." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate model/config problems." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug is unrelated to tokenization changes." + "reason": "Video processor shape handling is not the same underlying bug as tokenization changing across versions." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading problems and mmap OOM on Strix Halo are not the same underlying bug." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are distinct model bugs." + "reason": "Both involve offload/memory behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo; not one concrete fix." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and packed-weight unpacking failure in BitNet are separate runtime paths." + "reason": "torch.compile SDPA failure and packed-weight unpacking during accelerate loading are unrelated implementation paths." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype persistence and Trainer max_steps resume logic are unrelated." + "reason": "A dtype propagation bug in Blip2 is unrelated to checkpoint resumption max_steps calculation." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Backend extras packaging for TensorFlow and evaluate failing on kernels version requirements are unrelated dependency issues." + "reason": "Missing TensorFlow in the torch extra and kernels v0.15 version/revision requirements are unrelated packaging issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head tying in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained key handling are different model-specific regressions." + "reason": "Both are regression-style model bugs, but one is untied lm_head weights and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "A variable-name collision in Gemma3n forward is unrelated to a Gemma4 device-mapping mismatch." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "device_map/offload CUDA assert and inability to run 3d_parallel.py are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and a 3d_parallel.py run failure are different failures with no shared code path." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/server failures." + "reason": "Both affect serve/multimodal paths, but one is a str-to().to crash in continuous batching and the other is a missing _tokenizer attribute on Gemma4Processor." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "OmDet-Turbo wrong input resolution and Perceiver non-default resolution failure are not the same bug." + "reason": "Both involve image size/preprocessing, but they concern different models and different mismatch mechanisms." }, { "left": "issue:44186", - "right": "issue:44610", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer crash for LayoutLMv2 and image-size mismatch for OmDet-Turbo are unrelated." + "reason": "These are different tokenizer AttributeErrors for different model families and tasks." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and global tokenization changes are not the same concrete defect." + "reason": "A processor/tokenizer API regression is not the same as a generic tokenization-change report." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 cuda assert and dequantized model offload failure are separate loading/runtime issues." + "reason": "Qwen3Moe FP8 loading and dequantized model offload failures are different problems." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated filesystem behaviors." + "reason": "Cache-path collisions and read-only permission propagation are unrelated save/trust_remote_code bugs." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility and kernels version requirements are different dependency problems." + "reason": "Torch 2.10 incompatibility and kernels v0.15 dependency requirements are not the same bug." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py execution failure are unrelated." + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device-mapping CUDA assert and GPT-OSS MoE tensor-parallel issue are separate distributed-loading problems." + "reason": "Both mention parallelism/device mapping, but the concrete failures are different enough that they would not be one PR." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and kernels version requirement are unrelated API/dependency issues." + "reason": "Missing pad_token_id in Llama4Config is unrelated to evaluate/kernels dependency resolution." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different config bugs." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are distinct configuration issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent state reset are unrelated model behaviors." + "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent-state reset are different model-specific logic bugs." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash and Granite tokenizer ID regression are both tokenizer-related but affect different models and code paths." + "reason": "Mistral regex patching crash and Granite tokenizer ID regression are separate tokenizer issues." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer AttributeError are separate tokenizer bugs." + "reason": "Tokenizer crashes on NER/padding and MLuke task AttributeErrors are different model-specific bugs." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Qwen3OmniMoe video-input failure and Qwen3VL weight_only load error are different multimodal loading paths." + "reason": "Qwen3Moe FP8 load failure and Llava Next segmentation fault are different failure modes and models." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Qwen3Moe FP8 cuda assert and Llava Next segmentation fault are unrelated model-loading failures." + "reason": "Both are Qwen multimodal issues, but one is a video-processing ValueError and the other is a weight_only=True load error; not the same bug." } ] }, @@ -4469,7 +4484,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:29159", "issue:30064", @@ -4522,48 +4537,48 @@ ], "soft_pairs": [ "issue:43421|issue:45812", - "issue:36331|issue:41720", "issue:43526|issue:43881", + "issue:36331|issue:41720", "issue:43316|issue:44913", "issue:29159|issue:36032", "issue:33357|issue:35707", - "issue:30064|issue:34634", "issue:43388|issue:45059", + "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:43606|issue:43720", "issue:44530|issue:46291", - "issue:43873|issue:45704", "issue:45406|issue:45464", + "issue:43873|issue:45704", "issue:41720|issue:43746", "issue:44387|issue:45701", "issue:45357|issue:46402", "issue:43606|issue:43653", - "issue:43531|issue:45759", "issue:44492|issue:44509", + "issue:43531|issue:45759", "issue:34634|issue:41720", "issue:42490|issue:43329", "issue:34567|issue:35707", "issue:44451|issue:44991", "issue:44625|issue:45479", - "issue:43531|issue:44589", "issue:44514|issue:44545", + "issue:43531|issue:44589", "issue:44898|issue:45072", "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "90eded86fb35f283b6514cee1571f1d409811d16b91bda9bf898483052bca439", + "prepared_review_unit_hash": "8cf8baa47537f2bb05ac80873ed3b1ea8d5bcc89400d642c5d9f0d1a7dba634a", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36339, + "serialized_chars": 36340, "estimated_input_tokens": 9085, "estimated_eval_tokens": 18426 }, @@ -4572,186 +4587,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports across tokenizer, multimodal, training, loading, and offload regressions. Only one soft pair is a clear duplicate: the Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44545 is the better canonical for the only duplicate pair: it matches the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash and has slightly more linkage/activity.", + "summary": "This cluster is mostly a set of unrelated Transformer issues that only look similar at a broad subsystem level. The only clear duplicate pair is the Qwen2_5_VLProcessor batched-input/padding=False crash.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44514 is the cleanest canonical: it has the fuller, more specific title for the duplicated Qwen2_5_VLProcessor.apply_chat_template crash, and 44545 reads like the same report with slightly different wording.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the strongest representative issue in this set because it is a clear, concrete bug report with an exact duplicate partner and a precise failure mode.", + "best_issue_reason": "Issue 44514 is the best representative issue because it is an exact duplicate target with a concrete, reproducible failure mode and the strongest duplicate signal in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but one is a runtime post-processor update bug and the other is a Granite token-ID regression; different code paths and symptoms." + "reason": "Both are tokenizer/config regressions, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; different code paths and fixes." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "CustomTrainer argument mismatch and Qwen3 auto-device-map CUDA assert are unrelated failures." + "reason": "These concern different failures: BeitImageProcessorFast label reduction vs glm-4v-9b loading. Same broad area, not the same bug." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b model loading failure are different components and bugs." + "reason": "CustomTrainer compute_loss signature mismatch and Qwen3 device-mapping cudaErrorAssert are unrelated training vs model-loading failures." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both concern config APIs, but Gemma3TextConfig discrepancy and GPTNeoX rotary_pct reload are distinct model-specific issues." + "reason": "Both are config/API discrepancies, but for different models and fields (Gemma3TextConfig vs GPTNeoX rotary_pct). Not the same underlying defect." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency between slow/fast implementations is not the same as T5Tokenizer name/method loading conflict." + "reason": "Tokenizer slow/fast inconsistency is not the same as T5Tokenizer's add_special_tokens name conflict on load." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS bus error in a CLIP community model and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior are separate image vs audio processor bugs." + "reason": "gather_for_metrics dropping tuple labels and SAM3 text/bbox odd behavior are different data-flow bugs with no clear shared code path." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bounding-box behavior do not describe the same underlying defect." + "reason": "Segmentation-map processing and BarkProcessor voice_preset handling are unrelated image vs audio processor issues." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure for Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "Bamba torch.compile/SDPA and BigBirdTokenizer mask-token registration are completely different bugs." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different model-loading problems." + "reason": "Both involve loading/offloading, but one is a CPU offload device mismatch for Bark and the other is packed-weight unpacking in BitNet accelerate loading; not mergeable as one fix." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and kernels version/revision import failure are unrelated." + "reason": "PagedAttentionCache linear_attention failure and an external kernels import/version requirement are unrelated." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Quantization offloading behavior and T5 apex.FusedRMSNorm memory leak are separate issues." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 chat/completions streaming failure are different processor/runtime issues." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are different server-path bugs." + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are distinct problems." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "int4 quantization memory growth and tokenization-version change are not the same bug." + "reason": "Int4 quantization OOM and a general tokenization-version regression are not the same underlying bug." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect save_pretrained visual encoder keys and SAM3 text encoder weights not loading are different save/load regressions." + "reason": "Incorrect visual-encoder keys in save_pretrained and missing Sam3Model text encoder weights are different save/load bugs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU-offload device mismatch and BigBird tokenizer mask-token registration are unrelated despite both touching model loading." + "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer mask-token special handling." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and from_config text_config unwrapping are separate Qwen configuration issues." + "reason": "A typo in cache strategies and stale docs mentioning removed pipeline tasks are both documentation/wording issues, but not the same change." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "A typo in cache strategies docs and removed pipeline-task docs are different documentation issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping errors have no shared code path." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning and multimodal token-count video-branch undefined names are unrelated." + "reason": "Trailing-slash import warning and an undefined video-branch helper in multimodal token counting are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating and progressive generation with past_key_values are different areas." + "reason": "TrainerState token-count tracking and progressive generation with cache inputs are different trainer/model-generation issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "ScandiBERT loading failure and Granite tokenizer regression are both tokenizer/load issues but not the same concrete bug." + "reason": "Cannot load one specific model vs a tokenizer regression across versions; different symptoms and likely different fixes." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation into text config and degenerate zero loss with num_labels=1 are related only broadly; they are distinct bugs." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." + "reason": "num_labels propagation into text config and degenerate zero loss for num_labels=1 are related to classification config, but not the same concrete bug." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same model, same method, same batched-input padding=False crash; this is a clear duplicate pair." + "reason": "These describe the same exact crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False, just worded slightly differently." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and a missing Float8 storage type are unrelated." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatch in bfloat16 inference are separate model bugs." + "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are different model-specific inference bugs." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Qwen multimodal from_config text_config unwrapping and Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility are different code paths." + "reason": "Both touch Qwen 3.5/3.6 internals, but one is config unwrapping and the other is CPU-offload compatibility in rotary embedding; not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical choice is supported by the packet: 44545 and 44514 are effectively the same batched-input `apply_chat_template` crash, and 44545 has slightly more linkage/activity. The summary stays conservative on the rest of the soft pairs and does not overclaim duplicates. No mergeability issue for the accepted pair." + "feedback": "The summary is well grounded in the packet, and the one accepted pair (44514/44545) is a conservative, clearly justified duplicate match. The other soft-edge rejections stay appropriately cautious and do not overclaim shared causality or mergeability." }, "evaluator_used": true, "retried": false, @@ -4767,10 +4782,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:30064", "issue:36010", @@ -4785,10 +4800,8 @@ "issue:43596", "issue:43645", "issue:43653", - "issue:43720", "issue:43746", "issue:43782", - "issue:43819", "issue:43844", "issue:43873", "issue:43927", @@ -4818,249 +4831,244 @@ "issue:45859", "issue:45907", "issue:45923", + "issue:46032", "issue:46050", - "issue:46294" + "issue:46294", + "issue:46463" ], "soft_pairs": [ "issue:44077|issue:44625", - "issue:45588|issue:45759", "issue:44062|issue:44451", - "issue:44987|issue:45042", - "issue:43421|issue:43927", + "issue:45588|issue:45759", "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:44987|issue:45042", "issue:44918|issue:44936", "issue:39692|issue:44610", "issue:43782|issue:45381", "issue:43746|issue:46050", - "issue:43421|issue:43653", "issue:43381|issue:43844", - "issue:45704|issue:45923", + "issue:43421|issue:43653", "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:46032|issue:46463", "issue:45704|issue:45859", "issue:43531|issue:43645", - "issue:41720|issue:45704", "issue:45663|issue:45923", + "issue:41720|issue:45704", "issue:43421|issue:44186", "issue:43994|issue:44671", - "issue:43746|issue:43873", "issue:45081|issue:45356", + "issue:43746|issue:43873", "issue:39692|issue:43873", "issue:43596|issue:44220", "issue:45356|issue:45907", "issue:43540|issue:46294", "issue:42915|issue:43746", - "issue:30064|issue:36010", - "issue:43720|issue:43819", - "issue:43653|issue:43720" + "issue:30064|issue:36010" ], - "prepared_review_unit_hash": "04da522c81d73d5025ea497786592925546826c3e95103d1273ff4ba9b9d8329", + "prepared_review_unit_hash": "6c193b45ce2de22c80e08f1dca20e792c647fe89bd80b0ffd5b4c801b6682d90", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37055, - "estimated_input_tokens": 9264, - "estimated_eval_tokens": 18784 + "soft_pair_count": 29, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose similarity cluster rather than a true duplicate group: most items are unrelated regressions across tokenizers, multimodal models, training, loading, and quantization. I would keep a single high-signal offloading/quantization report as the best representative, but I would not merge any of the soft pairs as duplicates.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43873 is the strongest representative to keep: it has the most discussion/inbound references and describes a broad, actionable offloading/quantization failure, even though the overall cluster is heterogeneous.", + "summary": "These are mostly unrelated issues that only look superficially similar by topic keywords; I would not merge any of the soft pairs as duplicates. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span distinct bugs across tokenizers, vision, quantization, training, loading, and docs, so a single issue would not represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 looks like the best single issue to surface from this set because it is high-activity, clearly reproducible in a core code path, and broader than the other reports.", + "best_issue_reason": "No globally best issue: there is no true duplicate core here. Some items are thematically close, but none is a safe representative for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different bugs: a post_init policy warning vs Qwen3.5 num_labels propagation." + "reason": "Different problems: one is about optional post_init on patchtsmixer, the other about num_labels propagation in Qwen3.5 config." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both involve Qwen multimodal/config code, but one is a flash-attention crash and the other is a text_config unwrapping bug." + "reason": "Different failure modes and code paths: AddedToken special-kwarg TypeError vs model load failure for vesteinn/ScandiBERT." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "AddedToken keyword collision and a model loading failure are separate tokenizer/model-repo issues." + "reason": "Unrelated bugs: flash_attention crashes on s_aux=None vs AutoModelForCausalLM.from_config not unwrapping text_config." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "A model-loading regression and an image-processor torchvision dependency bug are unrelated." + "reason": "One is a tie_word_embeddings warning during LoRA training; the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates and save/load token-ID corruption are different tokenization paths." + "reason": "Both involve tokenizers/configs, but one is runtime special-token post-processing and the other is DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "A config warning about tie_word_embeddings is not the same as incorrect visual encoder key saving." + "reason": "Different subsystems and symptoms: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "One is unpacking embeddings in SFT training; the other is evaluate-after-train behavior." + "reason": "Trainer-related but not the same bug: input embedding unpacking in TRL SFT vs evaluate() failing after train()." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatch, but the concrete failures and models differ." + "reason": "Both are vision/model usage issues, but one is a SigLIP2 docs example with multiple errors and the other is a processor size mismatch for OmDet-Turbo." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL versions and different failure modes: weight_only load error vs video position IDs." + "reason": "Different model families and different bugs: weight_only=True error in Qwen3VL vs wrong vision_position_ids in qwen2.5-vl video input." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local-checkpoint loading and sinq quantization save/load breakage are separate serialization bugs." + "reason": "Unrelated persistence issues: GraniteSpeech PEFT local checkpoint loading vs quantized model broken after save_pretrained/from_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training semantics: gradient checkpointing in eval mode vs abnormal gradient growth with HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime special-token updates and BigBird mask-token registration are distinct tokenizer behaviors." + "reason": "Both touch special tokens, but one is dynamic post-processor updates and the other is BigBirdTokenizer mask token registration causing empty decode output." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are not the same code-path problem." + "reason": "Both mention offline/cache behavior, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A T5 RMSNorm memory leak and a missing trust_remote_code gradient-checkpointing flag are unrelated." + "reason": "Completely different issues: T5 apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code variant." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Both touch offline token loading, but one is a generic cache/offline failure and the other is a specific mistral-regex model_info call." + "reason": "Different targets: Mamba2Mixer use_cache produces wrong results, while the T5 issue is only about an incorrect validation error message." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "FusedRMSNorm memory leak vs CPU offload incompatibility are different issues." + "reason": "Unrelated bugs in different paths: apex RMSNorm leak in T5 vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and Jupyter custom-model initialization are unrelated." + "reason": "No shared underlying bug: Qwen3-MoE sliding_window behavior vs Jupyter notebook custom model initialization breakage in Transformers 5.0.0." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Qwen3 auto device mapping cuda asserts and a T5 norm leak are different bugs." + "reason": "Different model/runtime problems: Gemma-4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing support flag." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is not the same as a missing gradient_checkpointing flag." + "reason": "Different areas and symptoms: Qwen3 auto device mapping cudaErrorAssert vs T5 memory leak from apex.FusedRMSNorm." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer post-processor updates and LayoutLMv2 NER/padding crashes are separate tokenizer defects." + "reason": "Both are tokenizer issues, but one is about updating special-token post-processing at runtime and the other is LayoutLMv2Tokenizer crashes on NER/batched padding." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." + "reason": "Different model-specific inference bugs: SigLIP2 nonsensical outputs vs CamemBERT incorrect masked LM predictions." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Checkpoint loading with PEFT and offloading/quantization behavior are related at a broad level but not the same failure." + "reason": "Both are tokenizer regressions, but one is a backend_tokenizer crash in _patch_mistral_regex and the other is codec-handling/warning issues for Kimi-K2.5." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Both mention mistral regex handling, but one is an AttributeError on loading and the other is a codec/warning regression." + "reason": "Different mechanisms: PEFT local checkpoint loading failure vs quantization/offloading not working as expected." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "A SigLIP2 doc example bug and a quantization/offloading bug are unrelated." + "reason": "No real overlap beyond broad ML tooling: SigLIP2 doc example errors vs quantization/offloading behavior." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BertModel zero3 init failure and fbank feature extraction are separate code paths." + "reason": "Unrelated failures: deepspeed ZeRO-3 init IndexError in BertModel vs _torch_extract_fbank_features() issue." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + "reason": "Different domains entirely: Kimi-K2.5 tokenizer regression vs list_repo_files CI forwarding revision." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs in Qwen variants, but they are different models and different template/processing failures." + "reason": "Both involve video inputs, but they are different bugs in different Qwen models and different parts of the pipeline (processing ValueError vs chat template feature/token mismatch)." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading are separate bugs." + "reason": "Different problems: Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and GenerationMixin import errors are completely unrelated." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "BitNet accelerate-loading unpacking and DAC.from_latents STE mismatch are different implementations and symptoms." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." + "reason": "Completely unrelated: void segmentation map processing in image processor vs transformers.generation GenerationMixin import error." } ] }, @@ -5079,10 +5087,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:30064", "issue:36331", @@ -5102,6 +5110,7 @@ "issue:43653", "issue:43697", "issue:43716", + "issue:43720", "issue:43756", "issue:43818", "issue:43819", @@ -5127,18 +5136,19 @@ "issue:45183", "issue:45381", "issue:45479", - "issue:45584", "issue:45685", "issue:45834", "issue:45987", "issue:46032" ], "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", "issue:44220|issue:44661", "issue:43550|issue:45072", - "issue:43295|issue:45834", - "issue:44062|issue:44488", "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43295|issue:45834", "issue:43540|issue:44008", "issue:43550|issue:43819", "issue:44186|issue:44898", @@ -5149,216 +5159,221 @@ "issue:43716|issue:44008", "issue:43335|issue:43756", "issue:44843|issue:45081", - "issue:43643|issue:44877", - "issue:30064|issue:36331", "issue:43388|issue:46032", + "issue:30064|issue:36331", + "issue:43643|issue:44877", "issue:41720|issue:44991", - "issue:43950|issue:45987", - "issue:44448|issue:44671", "issue:44821|issue:45084", - "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:43950|issue:45987", "issue:43540|issue:45381", "issue:43577|issue:43818", + "issue:39692|issue:45834", "issue:43421|issue:44811", - "issue:45584|issue:45834", "issue:44186|issue:44442" ], - "prepared_review_unit_hash": "5995db1a6e3cb39c1604c5a231934d4f14f957ec3a53ee38d2c8a202f61d0576", + "prepared_review_unit_hash": "30fa4dde7917e9767ae06c4d4d42be82cc864aa612e31f0933468f635accbcb7", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36500, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 29, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issues. The only near-match is the pair of Mistral regex/tokenizer loading regressions, but even that looks like two distinct failures in the same helper rather than one duplicate bug. All soft edges should be rejected.", - "confidence": 0.36, - "canonical_issue_reason": "issue:45081 is the best representative because it is the most concrete and code-path-specific report around `_patch_mistral_regex`, with a clear reproduction and error mode.", + "summary": "These items are mostly unrelated Transformer bugs; none of the soft pairs look like true duplicates of the same underlying issue.", + "confidence": 0.62, + "canonical_issue_reason": "If forced to pick one representative, issue 45081 is the strongest standalone candidate because it has a tightly scoped, concrete failure in a shared tokenizer code path (_patch_mistral_regex) and a clear repro. That said, the set is not a real duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the strongest issue candidate overall: specific title, explicit failure path, and it anchors the closest soft-match pair in the set.", + "best_issue_reason": "Issue 45081 is the best overall anchor among this set: it is specific, library-level, and actionable, whereas the rest are heterogeneous model- or feature-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: packed-weight loading vs DAC latent decoding/STE." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading issue." + }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Both involve tokenizer/audio-model plumbing, but one is an fbank feature extraction problem and the other is model registration in `TOKENIZER_MAPPING_NAMES`; different bugs." + "reason": "Audio feature extraction bug vs add-new-model/tokenizer-mapping error." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both are runtime/model behavior bugs, but the failure modes are unrelated: `torch.compile` with SDPA vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Compile/SDPA failure in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both mention multimodal/processor behavior, but the regression in `processor.tokenizer` is unrelated to Kosmos2.5 OCR length/index handling." + "reason": "CLIP output field regression vs RT-DETR v5 numerical divergence." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-loading issues, but one is an `AddedToken` argument collision and the other is a specific model load failure; no shared root cause." + "reason": "AddedToken kwarg collision vs unrelated tokenizer load failure." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both are output/regression issues, but one is missing CLIP attentions assignment and the other is RTDetrV2 output drift; too different to be duplicates." + "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both affect multimodal models, but the video-input ValueError in Qwen3OmniMoe is unrelated to the Gemma3n variable-name collision." + "reason": "Qwen3Omni video-processing ValueError vs Gemma3n variable collision." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Completely different code paths: `torch.compile`/SDPA in Bamba vs DAC latent reconstruction mismatch." + "reason": "Different model/code path: Bamba compile bug vs DAC latent/forward mismatch." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image classification with non-default resolution." + "reason": "NER/batched padding crash in LayoutLMv2Tokenizer vs Perceiver image-size interpolation bug." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Both are validation/loss-related, but one is an input-checking/error-message issue and the other is a degenerate loss computation bug." + "reason": "Input validation/XOR error vs sequence-classification zero-loss bug." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC forward/latent consistency are unrelated." + "reason": "Different tokenizer registration/decoding issue vs DAC bug." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "A Llava Next loading segfault and an MPS histogram-not-implemented error are different failure classes and code paths." + "reason": "Segfault loading Llava Next vs MPS histogram int support issue." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with `trust_remote_code`/`AutoConfig` field loss." + "reason": "Sliding-window handling vs missing fields in trust_remote_code config." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal model issues, but dtype mismatch in Mistral-3 preprocessing is unrelated to Gemma3n's attribute collision." + "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio field collision." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are model-configuration bugs, but one incorrectly creates a sparse layer and the other drops the wrong number of RoPE layers." + "reason": "Sparse-layer config creation vs RoPE-layer truncation; both model-setup bugs, not duplicates." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "These both hit `_patch_mistral_regex`, but the root causes differ: one is an unconditional `model_info()` call breaking offline mode, the other is an AttributeError on `backend_tokenizer`." + "reason": "Mistral regex offline-network call vs backend_tokenizer attribute error; same area, different bugs." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Both are config-loading regressions, but missing fields from `trust_remote_code` and strict config rejection of `granite_speech` are separate issues." + "reason": "Mask/label truncation bug vs Mamba2 use_cache sequence-length bug." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map handling and `CustomTrainer.compute_loss` kwargs are unrelated." + "reason": "Image segmentation-map handling vs CustomTrainer loss signature change." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "One is a last-batch metric-gathering bug, the other is an incorrect `use_cache` result in Mamba2Mixer; different subsystems and symptoms." + "reason": "Missing config field loading vs granite_speech strict-config loading." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA asserts and tokenizer loading for `EMBEDDIA/est-roberta` do not share a concrete code-path failure." + "reason": "Qwen3 device-map assert on A800 vs unrelated tokenizer load failure." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Both involve return-type/buffer semantics, but silent buffer corruption in `from_pretrained()` is unrelated to `StaticCache.get_seq_length()` returning a tensor." + "reason": "AutoImageProcessor URL loading vs template-node compilation error." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both report v5 output differences, but Pegasus generation drift and CamemBERT MLM prediction drift are separate model regressions." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "Pegasus v4/v5 output difference vs CamemBERT masked-LM regression." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "SigLIP2 doc-example errors and Kosmos2.5 long-OCR indexing are different topics with no shared bug." + "reason": "Buffer corruption on from_pretrained vs StaticCache return-type contract bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen multimodal issues, but the video-input ValueError and wrong `vision_position_ids` are different concrete failures." + "reason": "Different Qwen video issues: position IDs vs video-input processing." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype loading and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + "reason": "Half/bfloat16 dtype propagation in BLIP2 vs Video-LLaVA tower architecture issue." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both touch tokenization/processing behavior, but runtime post-processor updates and Whisper `batch_decode` skipping special tokens are different bugs." + "reason": "SigLIP2 doc mismatch/quantization vs Kosmos2.5 OCR index error." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Whisper empty-generation after `align_special_tokens` and Kosmos2.5 long OCR input errors are unrelated." + "reason": "Special-token post-processor update vs Whisper batch_decode skip_special_tokens." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different failure modes." + "reason": "NER/padding crash in LayoutLMv2Tokenizer vs FastSpeech2ConformerTokenizer loading." } ] }, @@ -5380,7 +5395,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:28218", "issue:29159", @@ -5389,13 +5404,10 @@ "issue:36331", "issue:42175", "issue:43262", - "issue:43526", "issue:43577", "issue:43582", "issue:43606", "issue:43644", - "issue:43653", - "issue:43697", "issue:43720", "issue:43749", "issue:43782", @@ -5413,7 +5425,6 @@ "issue:44671", "issue:44805", "issue:44857", - "issue:44912", "issue:44936", "issue:44977", "issue:45003", @@ -5423,28 +5434,33 @@ "issue:45325", "issue:45372", "issue:45406", + "issue:45584", "issue:45701", "issue:45834", "issue:45987", "issue:46192", "issue:46209", "issue:46285", - "issue:46326" + "issue:46294", + "issue:46326", + "issue:46463" ], "soft_pairs": [ + "issue:45584|issue:45834", "issue:43782|issue:44977", "issue:43644|issue:43749", "issue:43606|issue:45072", + "issue:46294|issue:46463", "issue:43825|issue:43994", "issue:44479|issue:45834", - "issue:34634|issue:36010", "issue:44805|issue:44936", + "issue:34634|issue:36010", "issue:44485|issue:44509", "issue:28218|issue:29159", "issue:44561|issue:45020", "issue:43577|issue:43582", - "issue:45987|issue:46192", "issue:43720|issue:45072", + "issue:45987|issue:46192", "issue:44610|issue:45072", "issue:44671|issue:45701", "issue:43825|issue:43827", @@ -5453,217 +5469,218 @@ "issue:45081|issue:45406", "issue:42175|issue:45081", "issue:43906|issue:46209", - "issue:43582|issue:44857", "issue:45372|issue:46326", + "issue:43582|issue:44857", "issue:43262|issue:43819", - "issue:34634|issue:36331", "issue:45003|issue:46285", - "issue:43653|issue:44912", - "issue:43526|issue:43697" + "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "880214b15e74ed3103fb31735f832deb2fcdce6db3da6429bdd8610fe59b2ea9", + "prepared_review_unit_hash": "e25734f2bbde62f448c5fb352e9ef1361ce7a87ce228cd04a25ed4b3e9ceffba", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36325, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct bugs/regressions across unrelated subsystems. None of the proposed soft pairs are strong enough to merge as duplicate issues under a strict same-root-cause standard.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45701 is the broadest, most central issue in the set and has the strongest discussion/reference footprint, so it is the best anchor for a loose cluster that otherwise lacks a clear duplicate core.", + "summary": "This cluster is mostly heterogeneous; the only clear duplicate-like pair is the remote_code regression reports. Most other soft pairs are merely same-subsystem or same-model-family mentions, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44561 is the most concrete root-cause report in the cluster: it identifies the specific v5 removal (`is_torch_fx_available`) that breaks `trust_remote_code` models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best overall representative because it is broad, open, and closer to a cluster-level umbrella than the other, more narrowly scoped reports.", + "best_issue_reason": "issue:45020 is the best umbrella issue for the cluster\u2019s strongest duplicate pair because it captures the broader user-facing impact across recent versions and aligns with the specific root-cause report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-specific runtime failures, but one is Whisper empty-transcription behavior and the other is Kosmos2.5 OCR indexing; different code paths and symptoms." + }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures: Qwen3VL `weight_only` loading vs Qwen3.5 flash-attention generation." + "reason": "Same Qwen family, but one is a `weight_only=True` load error and the other is flash-attention generation failure; not the same underlying bug." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both relate to loading/runtime, but one reports junk non-persistent buffers in v5 and the other a broken FSDP CPU RAM-efficient loading path; not the same bug." + "reason": "Both involve loading/runtime infrastructure, but one is non-persistent buffer initialization and the other is FSDP CPU RAM-efficient loading; too different to merge." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different code paths and symptoms: Bark CPU offload device mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + "reason": "Both are dtype/device mismatch reports, but they affect different models and different execution paths (CPU offload vs bfloat16 inference)." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video input/template mismatch is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs issue about removed translation pipelines; the other is a model-output regression for SigLIP2 with AutoModel/pipeline." + "reason": "One is a pipeline error message regression, the other is a model producing bad outputs with AutoModel/pipeline; not the same bug." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Unrelated regressions: Qwen VL video-input handling vs Kosmos2.5 OCR long-input indexing." + "reason": "Both mention multimodal/video/OCR-like behavior, but they describe different regressions in different models and inputs." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "Mask-shape IndexError and trainer.evaluate() after train are different failure modes with no clear shared code-path." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Different failures: mask/index shape mismatch in one case vs trainer.evaluate() failing after train in another." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "One is a GLM-5 RoPE implementation discussion; the other is documentation still referencing removed pipeline tasks." + "reason": "Both discuss GLM/docs-like content, but one is a RoPE implementation discussion and the other is docs for removed pipeline tasks." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both mention tokenizer behavior, but one is specifically extra spacing after added tokens while the other is a broader slow-vs-fast inconsistency report." + "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a broad slow-vs-fast inconsistency report; not enough evidence they are the same defect." }, { "left": "issue:44561", "right": "issue:45020", - "accept": false, - "reason": "`is_torch_fx_available` removal is a specific breaking change; the other is a broad remote_code regression report without the same concrete root cause." + "accept": true, + "reason": "These describe the same regression: recent/v5 changes break `trust_remote_code`/`remote_code` models, with 44561 naming the specific removed helper as the cause." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and an Apple Silicon allocator TypeError are unrelated." + "reason": "Different issues: BLIP2 dtype not propagated vs Apple Silicon warmup TypeError." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "StaticCache return type mismatch and ignored `return_tensors` with explicit `text_kwargs` are different API bugs." + "reason": "Packed-weights loading bug and bfloat16 dtype mismatch are unrelated." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a distinct issue from bf16 dtype mismatches in inference." + "reason": "StaticCache return type bug and `return_tensors` being ignored are separate API issues." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor/model input-size mismatch is unrelated to the dtype mismatch report." + "reason": "Different model/input-size mismatch and a dtype inference mismatch; not the same bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is much more specific than the broad tokenization-change report and does not clearly share the same root cause." + "reason": "CamemBERT masked LM regression and generic tokenization changes are not the same underlying defect." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One concerns an incorrect runtime message; the other is documentation lagging behind removed pipeline tasks." + "reason": "Both are about v5 pipeline removals, but one is an error-message issue and the other is docs drift; related, but not the same concrete bug." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: `weight_only` loading error vs rope index scaling for still-image temporal positions." + "reason": "Both are Qwen/VL issues, but one is a load-time `weight_only` error and the other is a RoPE position-id scaling regression." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both touch loading internals, but one is FSDP CPU RAM-efficient loading and the other is an unexpected `_is_hf_initialized` argument from `init_empty_weights`." + "reason": "Different loading regressions: FSDP CPU RAM-efficient loading vs unexpected `_is_hf_initialized` argument handling." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are AttributeErrors in tokenizer/processor code, but they involve different classes, different missing attributes, and different failure modes." + "reason": "Tokenizer regex patch crash and Gemma4Processor `_tokenizer` missing are separate processor/tokenizer failures." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend dependency selection is unrelated to Mistral tokenizer regex patching." + "reason": "Backend installation issue and Mistral tokenizer patch crash are unrelated." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an older issue and an FP8 B200 inference failure are not the same bug." + "reason": "Isolated reproduction of an older issue and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crashes are different platform-specific problems." + "reason": "Both touch mistral_common/Gemma4-ish loading, but one is an import dependency break and the other is `continue_final_message` behavior; not the same bug." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both involve mistral_common, but one is an import failure for `ReasoningEffort` and the other is a `continue_final_message` tokenizer behavior bug." + "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime bugs." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate defaults in processors and DAC latent/forward mismatch are unrelated." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer signature mismatch are unrelated subsystems." + "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are different processor/model bugs." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe `sys.modules` access in modeling utils is unrelated to the CLIP model structure inconsistency." - }, - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization loading are different bugs." + "reason": "Unsafe `sys.modules` access and CLIPTextModel structure inconsistency are separate issues." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different model/processor issues." + "reason": "BarkProcessor voice_preset and CustomTrainer `compute_loss` signature mismatch are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44561 with issue:45020, is well supported by the titles and descriptions, and the other pairwise rejections do not overstate duplication evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5675,10 +5692,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36010", "issue:36331", @@ -5693,10 +5710,11 @@ "issue:43531", "issue:43550", "issue:43638", - "issue:43643", "issue:43645", "issue:43650", + "issue:43653", "issue:43696", + "issue:43697", "issue:43720", "issue:43742", "issue:43746", @@ -5723,17 +5741,18 @@ "issue:45459", "issue:45538", "issue:45600", - "issue:45759", "issue:45803", "issue:46421", "issue:46424" ], "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43526|issue:43697", "issue:43742|issue:45020", "issue:45084|issue:45538", "issue:44060|issue:44368", - "issue:43329|issue:45600", "issue:43526|issue:44554", + "issue:43329|issue:45600", "issue:44589|issue:45042", "issue:43650|issue:43906", "issue:43452|issue:44991", @@ -5741,219 +5760,230 @@ "issue:43550|issue:44912", "issue:43746|issue:44811", "issue:43819|issue:43927", - "issue:36010|issue:43645", "issue:44387|issue:44617", + "issue:36010|issue:43645", "issue:43257|issue:43329", "issue:43720|issue:44610", "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:36010|issue:36331", - "issue:43531|issue:45042", "issue:46421|issue:46424", + "issue:43531|issue:45042", "issue:39692|issue:44912", "issue:45459|issue:45803", "issue:43262|issue:44811", "issue:42490|issue:43257", "issue:43257|issue:43696", - "issue:43329|issue:44479", - "issue:43643|issue:45759" + "issue:43329|issue:44479" ], - "prepared_review_unit_hash": "7c214019926e160d13e9ad6e146ac5f46edd5dc9321b8e8daa0552d35324ac81", + "prepared_review_unit_hash": "b96fc63c673cae465f7d1603e639952ff277b367f635973923e1d4cdc5ba5043", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35745, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "soft_pair_count": 29, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers bug reports; the soft links are broad lexical/subsystem overlaps, not the same underlying bugs. No pull requests are present.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate stands out: the issues span unrelated code paths (imports, loading, quantization, audio/video, training, cache).", - "canonical_pr_reason": "No pull requests in the cluster.", - "best_issue_reason": "issue:45020 is the broadest, most representative user-facing regression here (remote_code loading breakage) and best serves as an umbrella summary, though it is not a duplicate of the rest.", + "summary": "The cluster is a loose mix of unrelated Transformers issues. None of the soft pairs is strong enough to treat as the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Both involve tokenization/loading, but one is a BigBirdTokenizer special-token decode bug and the other is a gguf quantization loading regression for git-oss-20b. Different failure modes and code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is an RTDetrV2 output regression. Same general ML area, but not the same bug." + }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Different failures: a specific MobileLLM key error vs a broad remote_code loading regression." + "reason": "Both concern model loading, but 43742 is a specific key error for MobileLLM-125M while 45020 is a broad remote_code regression affecting many models." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Unrelated bugs: template compilation error vs tokenizer max-length misconfiguration." + "reason": "Completely different issues: template-node compilation vs CLIPTokenizer max_length handling." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Same family of warnings, but not clearly the same concrete code-path or model bug." + "reason": "Both mention tied-weights warnings around Qwen models, but 44060 reports an incorrect layer-wide tie to dt_bias, while 44368 is a fine-tuning warning about tie_word_embeddings. Not clearly the same bug." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Different subsystems: multimodal token counting vs stale auto_mappings references." + "reason": "Unrelated: image-processor label reduction vs an MPS attention correctness issue." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Unrelated: Beit label reduction bug vs MPS attention correctness issue." + "reason": "Video multimodal token handling vs stale auto_mappings references to removed configs; different subsystems and symptoms." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different areas entirely: float8 storage lookup vs PIL/torchvision backend dependency." + "reason": "No overlap in root cause: Float8 storage lookup failure vs PIL backend unexpectedly requiring torchvision." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No shared bug: a placeholder issue vs an isolated reproduction of a different report." + "reason": "The titles do not describe the same technical problem; one is a vague placeholder issue, the other is an isolated reproduction of a specific upstream bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but the concrete causes and models differ." + "reason": "Both touch loading, but 43452 is a gguf_file API break for AutoTokenizer/AutoModelForCausalLM, while 44991 is a tokenizer-loading regression for a specific model." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different behavior: ZeRO-3 index error in training vs evaluate-after-train failure." + "reason": "Different trainer failures: one is a ZeRO-3 IndexError with a non-pretrained Bert model; the other is evaluate() failing after train()." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different model/code paths: torch.compile+SDPA vs MXFP4 loading fallback." + "reason": "Bamba torch.compile/SDPA failure and git-oss-20b MXFP4 load fallback are unrelated bugs." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different bugs: PEFT local checkpoint loading vs Whisper decode flag handling." + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model logic: DAC latent reconstruction vs DiaConfig save/load token IDs." + "reason": "One is a DAC STE/from_latents numerical mismatch; the other is DiaConfig losing custom token IDs on save/load. Different components and causes." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Import error for GenerationMixin is not the same as notebook custom-model initialization failure." + "reason": "Both are OOMs, but one is an int4 quantization memory regression and the other is a model-specific Sam3Video inference OOM." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both are OOM-related, but caused by different features and models." + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different issues." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Unrelated: Qwen3 MoE weight conversion vs multimodal video token counting." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to the multimodal token-counting video bug." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different bugs: packed-weight loading vs processor image-size mismatch." + "reason": "Packed-weight unpacking during accelerate loading is not the same as an image processor output-size mismatch." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model failures: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." + "reason": "Both are model-specific regressions, but they affect different model families and different failure points (loading vs generation with flash-attention)." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities vs OmDet-Turbo input sizing." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are unrelated." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import path issue vs custom trainer signature change are unrelated." + "reason": "ImportError for GenerationMixin vs unexpected compute_loss keyword argument are unrelated failures." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Sliding-window MoE bug is unrelated to the torchvision/PIL dependency regression." + "reason": "Both are cache-related, but one is about lazy-init causing recompilation with chunked prefill and the other is about max_cache_length being honored only for Quantized Cache. Not the same bug." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Related cache area, but different behaviors and code paths." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision requirement regression in PIL backend image processors." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example problems are unrelated to MXFP4 loading fallback." + "reason": "Documentation-example errors for SigLIP2 and a gguf quantization loading fallback are unrelated." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention swallowed errors, but they are distinct exception-handling bugs in different code paths." + "reason": "Both involve broad exception handling, but they are different code paths and bugs: tokenizer protobuf decode handling vs FuyuBatchFeature tensor conversion swallowing exceptions." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper decoding flags." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated audio/decoding issues." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path slash warnings are unrelated to Qwen3 MoE weight conversion." + "reason": "A trailing-slash local-path import warning is not the same as Qwen3 MOE weight conversion under accelerate/deepspeed." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Accelerate/DeepSpeed weight conversion is unrelated to a plain CUDA OOM report." + "reason": "Qwen3 MOE conversion/loading and GPT-oss-20b CUDA OOM are different problems." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both touch VLM/video areas, but the concrete bugs differ." + "reason": "These are the closest pair, but still not the same concrete bug: 43329 is an undefined-variable failure in _get_num_multimodal_tokens, while 44479 is a broader video-input regression across several Qwen VLMs. Too little evidence to merge." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:44554", + "right": "issue:44617", "accept": false, - "reason": "Config fields lost under trust_remote_code is not the same as not unwrapping text_config in composite configs." + "reason": "MPS attention correctness when value-head dim differs from query is unrelated to a CUDA OOM in Sam3Video." } ] }, @@ -5975,9 +6005,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:24643", "issue:28282", "issue:29159", "issue:33357", @@ -5997,6 +6026,7 @@ "issue:43577", "issue:43582", "issue:43606", + "issue:43643", "issue:43697", "issue:43742", "issue:43749", @@ -6023,262 +6053,248 @@ "issue:45488", "issue:45538", "issue:45701", - "issue:45859", - "issue:45907" + "issue:45759", + "issue:45859" ], "soft_pairs": [ + "issue:43643|issue:45759", "issue:43454|issue:43577", "issue:43329|issue:43450", "issue:34567|issue:40990", "issue:29159|issue:34567", "issue:43606|issue:45859", + "issue:44568|issue:45356", "issue:43749|issue:44756", "issue:43257|issue:43931", - "issue:44568|issue:45356", "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:42915|issue:44821", "issue:44987|issue:45538", - "issue:43927|issue:44912", "issue:42915|issue:45538", "issue:44849|issue:45701", + "issue:43927|issue:44912", "issue:43697|issue:45357", "issue:44568|issue:45488", "issue:43452|issue:43582", "issue:33357|issue:34567", - "issue:42175|issue:43824", "issue:41720|issue:43540", + "issue:42175|issue:43824", "issue:43317|issue:45538", "issue:44062|issue:44991", "issue:44479|issue:45381", "issue:43540|issue:44479", "issue:28282|issue:34689", "issue:45137|issue:45405", - "issue:43540|issue:44560", - "issue:43742|issue:44291", - "issue:24643|issue:29159", - "issue:44987|issue:45907" + "issue:43540|issue:44560" ], - "prepared_review_unit_hash": "db94623cfdfded9983d822049a3eb2995a6051ba8e075659337aafa68540593d", + "prepared_review_unit_hash": "d7bc8200cf9a6f2d5ddcc7b15f0b7ff4455758ffceda423f79dee7116d771889", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37011, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "soft_pair_count": 29, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; nearly all soft pairs are unrelated bug reports that should not be merged. One pair in the Qwen video-input regression area looks like a real duplicate.", - "confidence": 0.58, - "canonical_issue_reason": "issue:44479 is the strongest anchor among the set: it is a broad, concrete video-input regression report spanning multiple Qwen VL variants and matches the only plausible duplicate pair in this cluster.", + "summary": "This cluster is mostly a set of unrelated issue reports spanning tokenization, model loading, offload/device-map, quantization, and video-processing bugs. Only the Qwen2.5-VL video-input regression pair looks like the same underlying code-path problem.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes a broad v5.3.0 video-input regression, names multiple affected Qwen model families, and matches the more specific Qwen2.5-VL symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most suitable global issue to keep because it describes a shared regression code path with the widest relevant scope, whereas most other issues are unrelated or too model-specific.", + "best_issue_reason": "issue:44479 is the strongest representative bug report in the cluster because it is explicit about the regression scope, affected versions, and affected model families; issue:45381 reads like a narrower manifestation of the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model-loading behavior, but one is about missing fields with trust_remote_code and the other about unwrapping text_config for composite Qwen multimodal configs; different bugs and code paths." + }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different bugs: one is tied to Qwen3/AyaVision weight tying, the other to BLIP2 dtype propagation." + "reason": "gguf_file / from_pretrained failures are unrelated to Blip2 dtype propagation; no shared concrete bug." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video/multimodal handling, but one is an undefined-name bug in token counting while the other is a batched-shape bug in video processors." + "reason": "Both involve video/multimodal processing, but one is an undefined helper in multimodal token counting and the other is a batched-shape issue in video processors; too different to merge." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Unrelated: trainer token-count state vs. model perplexity on a benchmark." + "reason": "TrainerState token counting and gpt-oss perplexity are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer consistency and trainer token accounting are different code paths and failure modes." + "reason": "Tokenizer slow/fast inconsistencies are unrelated to TrainerState input-token accounting." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and likely different layers of the stack; not the same concrete bug." + "reason": "Both mention CPU offload, but the affected models and failure modes differ (device mismatch vs rotary-embedding incompatibility)." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and behaviors; not the same underlying issue." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are distinct performance/memory issues." + "reason": "FSDP RAM-efficient loading and mmap OOM on Strix Halo are different problems." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different failures: Qwen3 MoE weight conversion under deepspeed vs. Qwen3-VL shape mismatch when loading." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different tokenizer behaviors." + "reason": "Both are Qwen-related loading issues, but one is MoE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL weight-shape mismatch; not the same bug." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Quantization/config failure for Qwen3 MoE is unrelated to a key error while loading MobileLLM-125M." + "reason": "FineGrainedFP8Config failure and MobileLLM key error are unrelated." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init-empty-weights argument handling and PIL/torchvision backend requirements are unrelated issues." + "reason": "init_empty_weights argument handling and PIL image processor torchvision requirements are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Model quantization/config loading bug vs. image-processor URL loading failure; different subsystems." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different bugs: one is a model-loading regression, the other is CLIPTokenizer's max_length sentinel." - }, - { - "left": "issue:43927", - "right": "issue:44912", - "accept": false, - "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization fallback behavior." + "reason": "Different tokenizer/model-loading problems with no shared concrete code path." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different tokenization/model-loading areas with no shared concrete failure." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "One is a Qwen3.5 hidden-states bug; the other is a broad tokenization-version report." + "reason": "One is a Qwen3.5 output_hidden_states bug; the other is a broad tokenization-version change report." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetr output drift and Qwen3.5 save_pretrained key handling are unrelated model-specific regressions." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key corruption are different model families and code paths." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they are different concrete failures on different models and code paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and failure mechanisms; not the same bug." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading and AppleSilicon allocator warmup errors are unrelated." + "reason": "gguf_file / from_pretrained breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP model loading is unrelated to trainer token counting." + "reason": "A MacOS bus error in CLIP model loading is unrelated to TrainerState token counting." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "TensorFlow backend packaging and a missing Qwen2.5-VL import are different dependency/import issues." + "reason": "CUDA assert during auto device mapping and video-input ValueError in Qwen3OmniMoe are different failures." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both are Qwen multimodal failures, but one is device-mapping/assert behavior and the other is a video-processing ValueError; not the same bug." + "reason": "Missing TensorFlow backend from pip extras and an ImportError for Qwen2_5_VLForConditionalGeneration are unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer's max_length bug." + "reason": "device_map/offload loading failure and CLIPTokenizer max length are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load failures, but the reported exceptions and model paths are different enough that they do not look like one fix." + "reason": "Both are tokenizer-related, but one is an AddedToken keyword conflict and the other is a tokenizer loading failure; too different to treat as duplicates." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "These describe the same Qwen video-input regression family: 45381 is a concrete Qwen2.5-VL symptom of the broader v5.3.0 video-input bug reported in 44479." + "reason": "These both describe the same v5.3.0 Qwen video-input regression, with 45381 appearing to be the specific Qwen2.5-VL vision_position_ids symptom of the broader issue." }, { "left": "issue:43540", - "right": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Related area, but 43540 is a Qwen3OmniMoe video-processing error and 44479 is a broader v5.3.0 regression across other Qwen VL models; not clearly the same bug." + "reason": "Both are video-input bugs, but the affected models and observed errors differ." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch missing import error is unrelated to Llama 3.2 Vision model-loading breakage." + "reason": "PyTorch missing ImportError and Llama 3.2 Vision model loading breakage are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and an unreleased PEFT version bump are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Both involve Qwen video input, but they target different model families and failure modes; not enough to treat as the same bug." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "KeyError loading a model and an init_empty_weights argument mismatch are separate loading problems." + "reason": "DeepSpeed ZeRO3 deque IndexError and an unreleased PEFT minimum version bump are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed training weight-shape runtime error and tokenizer fast/slow inconsistency are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:44912", + "right": "issue:45538", "accept": false, - "reason": "Model-loading regression vs. repository file API forwarding bug; different code paths and fixes." + "reason": "MXFP4 quantization fallback and CLIPTokenizer max length are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the only accepted duplicate pair, issue:44479 and issue:45381, is well supported by the shared Qwen video-input regression theme. The other soft-edge rejections are cautious and consistent with the issue titles." + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair, issue:44479 vs issue:45381, is supported by the shared v5.3.0 Qwen video-input regression theme, while the rejected pairs are mostly justified as distinct bugs or code paths. The umbrella/canonical issue choice is also defensible." }, "evaluator_used": true, "retried": false, @@ -6294,14 +6310,16 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ + "issue:24643", "issue:27957", "issue:28282", "issue:29127", + "issue:29159", "issue:34567", "issue:36331", "issue:38175", @@ -6315,7 +6333,6 @@ "issue:43531", "issue:43577", "issue:43582", - "issue:43720", "issue:43742", "issue:43749", "issue:43756", @@ -6330,32 +6347,36 @@ "issue:44792", "issue:44821", "issue:44898", - "issue:44913", "issue:44964", + "issue:44987", "issue:45042", "issue:45072", "issue:45081", "issue:45325", "issue:45357", "issue:45381", - "issue:45405", "issue:45479", "issue:45588", - "issue:45600", + "issue:45823", + "issue:45907", "issue:45920", "issue:45987", - "issue:46121", - "issue:46399" + "issue:46399", + "issue:46463" ], "soft_pairs": [ + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:43742|issue:44291", "issue:28282|issue:29127", - "issue:42915|issue:43749", "issue:38175|issue:44898", + "issue:42915|issue:43749", + "issue:44737|issue:46463", "issue:42175|issue:44488", "issue:43577|issue:45072", "issue:44291|issue:44821", - "issue:43493|issue:43994", "issue:43257|issue:43756", + "issue:43493|issue:43994", "issue:34567|issue:36331", "issue:43526|issue:45479", "issue:44062|issue:45081", @@ -6366,216 +6387,223 @@ "issue:44792|issue:44964", "issue:43906|issue:45381", "issue:43756|issue:46399", - "issue:45042|issue:45081", "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45042|issue:45081", "issue:43742|issue:44589", "issue:43452|issue:44488", "issue:43531|issue:44821", - "issue:45357|issue:45920", - "issue:45405|issue:45600", - "issue:44913|issue:46121", - "issue:43720|issue:44898" + "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "0a7789c988cb2e074958d9e710894ce7b158e4cfd843412f96dfa1bf4129b0a6", + "prepared_review_unit_hash": "c60389f521f39902fc064d3432fe535c08da6eaeba9a1eaadb3da5cf8d38ba83", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35592, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36698, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issues; only the two SigLIP2 reports look like the same underlying bug. The rest share broad subsystem themes at best, but not the same concrete failure mode.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43493 is the best canonical: it describes the underlying SigLIP2 implementation discrepancy against the original JAX model, while issue:43994 reads like a downstream symptom report on the same model family.", + "summary": "This cluster is mostly heterogeneous. The soft pairs share broad subsystems at best (tokenizers, loading, dtype, multimodal, MoE), but they do not describe the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest and most central regression in the set: it describes a concrete tokenizer bug affecting multiple model families, is still open, and has the strongest evidence of being a cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest representative because it states the root correctness problem more generally and is better suited to anchor the duplicate pair.", + "best_issue_reason": "issue:45920 is the best representative issue because it is specific enough to be actionable yet broad enough to cover multiple downstream reports, unlike the many one-off model-specific failures here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: one is a model load failure, the other is a hub API argument-forwarding regression." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight-shape error vs tokenizer inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is a key error on a specific model and the other is an init_empty_weights API mismatch; not the same code-path." + }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Different problems: missing PyTorch dependency vs a LayoutLMv3 error-message clarity issue." + "reason": "ImportError about missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both mention vision models, but the symptoms and affected paths differ; no evidence of the same underlying bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Both involve loading/precision paths, but one is Qwen3Moe FP8 config failure and the other is FSDP CPU RAM efficient loading; not the same bug." + "reason": "Different training/runtime issues: FineGrainedFP8Config vs FSDP CPU RAM-efficient loading." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver interpolation failure." + "reason": "XLNet CPU placement bug and T5 decoder-input validation messaging are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Unrelated: package backend installation issue vs a specific model load failure." + "reason": "Package/backend installation issue vs a specific model-loading failure; not the same defect." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model classes and do not point to one concrete code-path defect." + "reason": "Both involve dtype mismatches, but they affect different models and code paths, so this is too broad to treat as one bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different layers of the stack: init_empty_weights argument handling vs loading an AutoImageProcessor from URL." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same model family and same core symptom: SigLIP2 output discrepancy / nonsensical predictions, likely one implementation bug." + "reason": "Init-empty-weights argument handling and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different Qwen/SmolLM behaviors: MOE weight conversion with accelerate+deepspeed vs RoPE-layer dropping." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are separate model-specific bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX discrepancy and the other is nonsensical outputs with AutoModel/pipeline; not enough to prove the same root cause." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting bug is unrelated to CustomTrainer.compute_loss argument handling." + "reason": "Trainer token accounting bug vs custom compute_loss signature breakage are different issues." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Image processor label reduction bug is unrelated to sequence-classification loss degeneracy." + "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss behavior are not the same problem." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken keyword conflict is not the same as the Mistral regex patch AttributeError." + "reason": "Tokenizer constructor conflict vs Mistral regex patch crash; different failure points and causes." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated failures." + "reason": "Apple Silicon allocator TypeError and Qwen3VL weight_only loading error are unrelated." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Different code paths: Mistral3 weight tying vs StaticCache sequence-length return type." + "reason": "Tied-weight bug in Mistral3 and StaticCache sequence-length type contract are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 model support issue is unrelated to missing PyTorch dependency detection." + "reason": "Flash Attention 2 behavior for XLM-RoBERTa is unrelated to missing-PyTorch import handling." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU placement bug and flash_attention sink handling crash are distinct implementation issues." + "reason": "CPU-side XLNet positional encoding and flash_attention.py crash on s_aux=None are different code paths." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal load/test failures, but they involve different models and no shared concrete bug is evident." + "reason": "Different multimodal model failures; one is a failed generation test, the other is model loading." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "The reproduction of an older issue is not the same bug as Qwen2.5-VL video position-id calculation." + "reason": "A reproduction of another issue is not itself enough to match this Qwen2.5-VL video position-id bug; the titles do not show the same defect." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different Qwen3.5/Qwen3 bugs: RoPE layer dropping vs missing apply_rotary_pos_emb registration decorator." + "reason": "RoPE-layer dropping in Smollm3 and a Qwen3.5 kernel registration crash are unrelated." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Image processor torchvision dependency regression is unrelated to the tokenizer regex crash." + "reason": "Both touch RoPE/position logic, but they affect different models and describe different mistakes." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device placement mismatch and T5 decoder validation error are not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both touch RoPE-ish logic, but one is SmolLM3 architecture handling and the other is Qwen2.5-VL temporal position scaling; not the same defect." + "reason": "Image processor torchvision dependency handling is unrelated to the Mistral regex patch crash." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A keyerror loading MobileLLM and a float8 storage lookup failure are different loading problems." + "reason": "Key error loading MobileLLM-125M and float8 storage lookup failure are separate loading problems." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breakage and sleng-bert loading failure are separate tokenizer/model-loading issues." + "reason": "Both are load failures, but one is a gguf_file regression across tokenizer/CausalLM loading and the other is a specific model not loading; not the same underlying bug." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained key regression is not the same as AutoTokenizer producing wrong token IDs across many models." - }, - { - "left": "issue:45405", - "right": "issue:45600", - "accept": false, - "reason": "PEFT version bump and removed auto_mappings references are different CI/package maintenance problems." - }, - { - "left": "issue:44913", - "right": "issue:46121", - "accept": false, - "reason": "Both mention rope parameters, but one is config reload defaulting and the other is JSON-loaded list type handling; not the same bug." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-specific bugs." + "reason": "Qwen3.5 save_pretrained visual-key regression is a serialization bug, not the tokenizer ID regression in 45920." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is mostly conservative and grounded in the packet. The only accepted soft-edge pair, the two SigLIP2 issues, is a reasonable duplicate/canonical match based on shared model family and similar output-discrepancy symptoms. The other pair rejections stay within the evidence and avoid over-merging unrelated failures. One minor note: issue:38175 also looks SigLIP2-adjacent, so the cluster summary could have acknowledged that more explicitly, but this is not severe enough to reject." - }, - "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 }, @@ -6587,16 +6615,14 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:24643", - "issue:27957", "issue:28282", "issue:29127", - "issue:29159", "issue:30064", "issue:32090", "issue:33357", @@ -6605,43 +6631,49 @@ "issue:41762", "issue:43295", "issue:43452", - "issue:43577", "issue:43643", "issue:43653", "issue:43688", "issue:43697", + "issue:43720", "issue:43749", "issue:43819", "issue:43906", "issue:44361", "issue:44442", - "issue:44464", "issue:44466", "issue:44484", "issue:44493", "issue:44514", - "issue:44568", "issue:44625", "issue:44704", - "issue:44743", "issue:44811", "issue:44843", "issue:44877", + "issue:44898", + "issue:44913", "issue:44936", "issue:45005", + "issue:45200", "issue:45216", "issue:45356", "issue:45372", "issue:45375", "issue:45381", - "issue:45542", + "issue:45405", + "issue:45600", "issue:45823", "issue:46050", + "issue:46121", "issue:46170", - "issue:46178", - "issue:46202" + "issue:46202", + "issue:46463" ], "soft_pairs": [ + "issue:45405|issue:45600", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:45200|issue:46463", "issue:43643|issue:45375", "issue:43697|issue:45216", "issue:24643|issue:29127", @@ -6650,239 +6682,208 @@ "issue:44493|issue:46050", "issue:44514|issue:45381", "issue:44466|issue:45005", - "issue:30064|issue:33666", "issue:43452|issue:44843", + "issue:30064|issue:33666", "issue:43819|issue:44811", - "issue:28282|issue:32090", "issue:43688|issue:43749", - "issue:44936|issue:45823", + "issue:28282|issue:32090", "issue:43906|issue:46202", - "issue:28282|issue:33357", + "issue:44936|issue:45823", "issue:45372|issue:46170", + "issue:28282|issue:33357", + "issue:43295|issue:45356", "issue:44361|issue:44442", "issue:43653|issue:44361", - "issue:43295|issue:45356", - "issue:38175|issue:43295", - "issue:45542|issue:46178", "issue:44484|issue:44704", - "issue:43452|issue:43577", - "issue:24643|issue:27957", - "issue:43653|issue:44568", - "issue:29159|issue:33357", - "issue:43577|issue:43697", - "issue:44464|issue:44743" + "issue:38175|issue:43295" ], - "prepared_review_unit_hash": "e1c5b08503b46a92afd67061e58129bf2e71d941581a69758357aadf728909fc", + "prepared_review_unit_hash": "569cf4c53aaf8346b7438c18be6bc33579ef9ed653df9969c96e3567bf480ee5", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36659, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "soft_pair_count": 26, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with only two clear duplicate-like pairs: one about strict config fields being dropped, and one about tied-weights serialization in v5. The rest look like distinct bugs across unrelated code paths.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44466 is the best single representative because it describes a concrete, reproducible v5 save/serialization defect around tied lm_head weights and is the clearest match to a nearby duplicate report.", + "summary": "Most pairs are clearly different bugs. The only likely duplicate-like pair is 44466/45005, which both point to a tied-weights serialization regression in v5; this should be treated as the same bug family rather than a fully confirmed duplicate from the available metadata alone.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45005 is the better representative for the tied-weights regression because its title is broader and it frames the problem at the translation-model / v5 level, making it the more general anchor for the family of serialization symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the strongest standalone issue in the set: specific symptom, clear code path, and a close duplicate candidate (issue:45005).", + "best_issue_reason": "issue:45005 is the strongest standalone issue for this cluster because it most directly describes the underlying tied-weights serialization problem and can cover the narrower lm_head.weight device-dependent symptom in issue:44466.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Different defects: a PEFT version pin mismatch vs stale auto-mapping entries for removed configs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope handling, but one is silent fallback on reload and the other is a TypeError on JSON-loaded lists." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated subsystems and failure modes: BitNet packed-weight loading vs Perceiver image resolution handling." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different models and problems: Gemma 4 token type defaults vs T5 decoder input validation messaging." + }, { "left": "issue:43643", "right": "issue:45375", - "accept": true, - "reason": "Both describe the same config-loading problem where strict/config filtering drops custom fields from the returned config object." + "accept": false, + "reason": "Both involve missing fields, but the loading paths and model-specific strictness issues are different." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different model bugs: RTDetrV2 output drift vs Qwen3.5 checkpoint saving/serialization." + "reason": "Different bug classes: RTDetrV2 output mismatch vs Qwen3.5 checkpoint saving regression." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Unrelated failures: DeepSpeed training weight shape error vs LayoutLMv3 box-validation messaging." + "reason": "Completely different issues: DeepSpeed weight-shape runtime error vs LayoutLMv3 error-message clarity." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both involve configs, but one is num_labels propagation and the other is strict loading of granite_speech; not the same bug." + "reason": "Both are config-related, but they describe different defects: num_labels propagation vs strict config blocking granite_speech." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different trainer/loading failures with no shared code-path symptom." + "reason": "Different execution contexts and symptoms: ZeRO-3 loading failure vs trainer evaluate-after-train failure." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different serialization problems affecting different model families and save/load behavior." + "reason": "Different serialization regressions affecting different features and code paths." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is a processor batching crash and the other is wrong vision_position_ids; not the same defect." + "reason": "Same broad model family, but different code paths and failures: batched chat-template crash vs video vision-position-id mismatch." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Same underlying tied-weights/save_pretrained regression in v5; both report serialization problems with tied lm_head/translation-model weights." - }, - { - "left": "issue:30064", - "right": "issue:33666", - "accept": false, - "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Likely the same tied-weights serialization regression family in v5: one is the narrower lm_head.weight/device symptom, the other the broader translation-model tied-weights report." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both hit from_pretrained paths, but one is gguf_file loading and the other is offline-mode model_info lookup; distinct bugs." + "reason": "Both are loading-related, but one is gguf_file model/tokenizer loading and the other is an unconditional hub lookup in mistral regex patching." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Different components and symptoms: DAC latent conversion vs Whisper batch_decode special-token handling." + "reason": "Unrelated topics: void segmentation-map processing vs Qwen2-VL multi-GPU training." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Import-time PyTorch detection error vs Trainer broadcast TypeError; not the same issue." + "reason": "Different components and failures: DAC latent reconstruction mismatch vs Whisper batch_decode special-token handling." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary loss normalization and FSDP RAM-efficient loading are separate problems." + "reason": "Different bug classes: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Trainer lifecycle failure vs Gemma4 device placement mismatch; different code paths." + "reason": "Different errors and code paths: missing PyTorch import vs Trainer GPU broadcast NoneType failure." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "The second is a Gemma pipeline roundtrip issue; the first is only a reproduction issue referencing another ticket." + "reason": "One is only an isolated reproduction reference; the other is a Gemma pipeline roundtrip tokenizer issue." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Environment import error vs MacOS bus error on CLIP; unrelated failures." + "reason": "Different training/runtime failures: trainer lifecycle issue vs Gemma4 PLE device mismatch under auto device mapping." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Different dependency/import failures involving different packages and platforms." - }, - { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "Different tokenizer failures for different model families." - }, - { - "left": "issue:43653", - "right": "issue:44361", - "accept": false, - "reason": "BigBird special-token registration bug is unrelated to MLukeTokenizer AttributeError." + "reason": "Different import/dependency problems: Gemma 4 processor loading vs Windows ROCm torch.distributed dependency issues." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression vs Kimi tokenizer codec/regression warning; not the same bug." + "reason": "Different regressions in tokenizer/processor behavior affecting different models and mechanisms." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to processor/tokenizer regression." + "reason": "Different tokenizer failures for different tokenizers and call paths." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both are backend-detection issues, but they affect different backend packages and likely different fixes." + "reason": "Different tokenizer bugs: special-token registration vs AttributeError on tasks." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "gguf_file loading breakage is unrelated to Blip2 dtype propagation." - }, - { - "left": "issue:24643", - "right": "issue:27957", - "accept": false, - "reason": "DeepSpeed training weight-shape error and XLMRoberta Flash Attention 2 are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Different tokenizer bugs affecting different models and failure modes." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the CLIP MacOS bus error." - }, - { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "Blip2 dtype handling and RTDetrV2 output drift are unrelated." + "reason": "Different concerns: a save_pretrained shard-size question vs missing kwargs propagation in AutoProcessor loading." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both involve generation/cache behavior, but they are different concrete bugs and model-specific failures rather than the same underlying defect." + "reason": "Unrelated: SigLIP2 zero-probabilities behavior vs processor/tokenizer regression in v4.57.5." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are conservative enough based on the titles: config field loss on load, and tied-weights serialization in v5. The remaining negatives also stay cautious and are supported by clearly different issue titles." + "accept": false, + "feedback": "The 44466/45005 match is plausible from the titles, but the writeup overstates what the packet supports. We only have titles/body lengths here, not the issue bodies, so claims like \"clearly reproducible\" and \"most detailed report\" are not grounded. The soft-edge verdicts are mostly conservative, but the duplicate call should be phrased more cautiously as a likely same-family tied-weights serialization regression rather than a strong confirmed duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6898,40 +6899,42 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ + "issue:24643", + "issue:27957", + "issue:29159", "issue:32090", + "issue:33357", "issue:33666", "issue:34567", "issue:36010", "issue:41720", - "issue:43262", - "issue:43295", "issue:43452", "issue:43504", "issue:43531", "issue:43550", "issue:43577", - "issue:43606", "issue:43643", "issue:43646", "issue:43653", "issue:43688", + "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", "issue:43927", "issue:44361", - "issue:44451", "issue:44464", - "issue:44466", "issue:44479", "issue:44514", "issue:44554", "issue:44561", + "issue:44568", "issue:44610", "issue:44625", + "issue:44743", "issue:44821", "issue:44843", "issue:44977", @@ -6939,277 +6942,268 @@ "issue:45290", "issue:45440", "issue:45491", - "issue:45588", + "issue:45542", "issue:45701", "issue:45704", - "issue:45823", "issue:46002", - "issue:46050", + "issue:46178", "issue:46209", - "issue:46365", "issue:46402" ], "soft_pairs": [ + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43577|issue:43697", "issue:44843|issue:44991", - "issue:43531|issue:43742", + "issue:44464|issue:44743", "issue:44514|issue:45290", "issue:43646|issue:43749", + "issue:43531|issue:43742", "issue:43688|issue:45440", - "issue:43653|issue:43927", "issue:43756|issue:46402", - "issue:43688|issue:45704", + "issue:43653|issue:43927", "issue:45491|issue:46002", + "issue:43688|issue:45704", "issue:43550|issue:43927", "issue:43688|issue:45701", "issue:43550|issue:44361", - "issue:44479|issue:44625", "issue:43643|issue:44561", + "issue:44479|issue:44625", "issue:44464|issue:44977", - "issue:41720|issue:44464", "issue:32090|issue:34567", - "issue:43504|issue:43720", + "issue:41720|issue:44464", "issue:44977|issue:46209", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", "issue:43742|issue:44821", "issue:33666|issue:36010", - "issue:43504|issue:43550", "issue:32090|issue:33666", - "issue:43504|issue:44610", - "issue:44466|issue:46050", - "issue:43577|issue:44554", - "issue:43577|issue:45588", - "issue:43720|issue:43927", - "issue:43262|issue:43295", - "issue:43452|issue:44451", - "issue:44554|issue:46365", - "issue:43606|issue:43927", - "issue:45823|issue:46050" + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "6773d60532dea16a451772ff9e3c03da5c23dd0e9eda16a872b6248caf305b30", + "prepared_review_unit_hash": "a9bb7572ac9a5a063e4cf3e05fc6a3b86cef542d8d0c1de5aec959af3e3d2dfd", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37597, - "estimated_input_tokens": 9400, - "estimated_eval_tokens": 19056 + "soft_pair_count": 32, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly share broad subsystem terms (tokenizers, chat templates, MoE, loading, device maps) but do not describe the same concrete bug. I do not see a safe canonical duplicate group here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is mostly heterogeneous; the soft edges are lexical/topic overlap rather than clear duplicates. I would not merge any of the proposed pairs. If forced to pick an issue representative, #45701 is the broadest and most referenced, but it is still not a true umbrella duplicate.", + "confidence": 0.23, + "canonical_issue_reason": "No single true canonical duplicate stands out in this mixed cluster; #45701 is the broadest and most referenced issue, so it is the best representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45701 has the widest scope and the most inbound references among the issues here, so it is the strongest cluster representative, though the cluster is not actually cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: GGUF loading/import path vs Blip2 dtype handling." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend errors, but they are different offending backends and different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "Training/DeepSpeed weight-shape error is unrelated to XLM-Roberta Flash Attention 2 support." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token bugs, but they concern different tokenizers and distinct code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype mismatch and RTDetrV2 output divergence are different bugs." + }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but one is an offline HF Hub patch path and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta; different failure modes and code paths." + "reason": "Both affect tokenizer loading, but one is an offline-model_info regression and the other is an est-roberta tokenizer load failure." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a MobileLLM-125M loading key error are unrelated problems." + "reason": "Both involve generation/state, but the concrete bugs and code paths are different." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one crashes on batched Qwen2.5-VL input with padding=False while the other crashes on assistant tool-call messages with no content; not the same bug." + "reason": "Both hit apply_chat_template, but under different inputs and crash conditions." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage in v5.0 and FSDP CPU RAM efficient loading are different regressions." + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are unrelated issues." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both are MoE-related, but one is auxiliary loss normalization and the other is a divergence from a remote DeepSeekV3 implementation; too broad to merge." + "reason": "Qwen3-MoE sliding_window bug is unrelated to MobileLLM key errors during load." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer special-token registration and DiaConfig custom token IDs lost on save/load are different serialization/tokenization bugs." + "reason": "Different MoE correctness problems in different model families and code paths." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are unrelated model-specific issues." + "reason": "RoPE-layer dropping and Sam3 text encoder weight loading are unrelated." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory." + "reason": "Both are token/config related, but one is a missing special-token registration and the other is custom token IDs lost on save/load." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "NaN embeddings from sliding-window attention and classification-head NaNs after checkout/init are different symptoms and code paths." + "reason": "NaNs from mixed-length sliding-window attention are unrelated to classification-head NaNs on checkout/init." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to DiaConfig custom token ID persistence." + "reason": "Torch.compile SDPA failure is unrelated to DiaConfig custom token ID persistence." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization is not the same as a general tokenization version-change regression." + "reason": "A specific MoE loss bug is not the same as a broad tokenization regression report." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video-input regression across Qwen vision models and num_labels propagation in Qwen3.5 are different bugs." + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are different bugs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention trust_remote_code, but one loses fields in AutoConfig and the other breaks due to removal of is_torch_fx_available; distinct root causes." + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a removed helper breaking remote models." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are different generation paths." + "reason": "Video-input regression and num_labels propagation are unrelated." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to compiled-forward chunked generation output mismatch." + "reason": "Chunked generation with compiled forward is different from Qwen3.5 flash-attention generation failure." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer GPU broadcast TypeError and TrainerState num_input_tokens_seen not updating are different Trainer issues." + "reason": "Trainer broadcast TypeError is unrelated to TrainerState token count tracking." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Legacy-field model loading failure for BEiT and packed-weights unpacking under accelerate loading for BitNet are unrelated." + "reason": "Auto device mapping cudaErrorAssert is unrelated to chunked generation output inconsistency." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are distinct hardware/kernel issues." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "MobileLLM-125M key error and inability to load AutoImageProcessor from URL do not describe the same bug." + "reason": "Flash-attention generation failure and FP8 inference on B200 are different hardware/model issues." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Legacy-field loading for Beit and packed-weight unpacking for BitNet are distinct load-path bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different models and different failure points: legacy config field vs torch.compile/SDPA runtime failure." - }, - { - "left": "issue:32090", - "right": "issue:33666", - "accept": false, - "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are only loosely related by distributed training, not the same issue." + "reason": "Pretrained loading failure and Bamba torch.compile SDPA failure do not share the same bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT loading preset issue and OmDet-Turbo processor size mismatch are unrelated model preprocessing/loading problems." - }, - { - "left": "issue:44466", - "right": "issue:46050", - "accept": false, - "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are different persistence bugs." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness issue are unrelated." - }, - { - "left": "issue:43577", - "right": "issue:45588", - "accept": false, - "reason": "Blip2 dtype retention and flash_attention.py crashing on s_aux=None are separate issues." + "reason": "Model preset loading with a legacy field is unrelated to OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token ID persistence are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate default and custom model processor/tokenizer regression are different processor bugs." - }, - { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and inability to load a specific tokenizer are not the same underlying problem." + "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loader issues." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "MPS attention correctness and Trainer import failing until datasets is uninstalled are unrelated." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "CPU offload device mismatch for bark-small and DiaConfig custom token ID loss do not share a concrete code-path problem." + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Gemma4 PLE device mismatch during forward and quantized save/load breakage are different issues." + "reason": "Blip2 dtype persistence and MPS attention correctness are different code paths and symptoms." } ] }, @@ -7228,43 +7222,40 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:28218", "issue:33357", "issue:33666", "issue:36331", "issue:39692", - "issue:43257", + "issue:43262", "issue:43278", "issue:43295", - "issue:43299", - "issue:43334", + "issue:43452", "issue:43493", - "issue:43504", "issue:43525", "issue:43540", "issue:43572", + "issue:43577", "issue:43606", "issue:43646", "issue:43688", - "issue:43701", "issue:43720", - "issue:43824", "issue:43825", "issue:43844", "issue:43927", "issue:43994", - "issue:44291", "issue:44361", + "issue:44451", "issue:44464", "issue:44466", "issue:44488", + "issue:44554", "issue:44568", - "issue:44589", "issue:44625", "issue:44843", "issue:44849", @@ -7274,261 +7265,249 @@ "issue:45229", "issue:45357", "issue:45405", - "issue:45520", - "issue:45759", + "issue:45588", "issue:45812", + "issue:45823", "issue:46002", + "issue:46050", "issue:46192", "issue:46209", + "issue:46365", "issue:46424" ], "soft_pairs": [ + "issue:44466|issue:46050", + "issue:43577|issue:45588", + "issue:44554|issue:46365", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:45823|issue:46050", "issue:33666|issue:36331", "issue:43994|issue:46192", "issue:44849|issue:46209", "issue:43525|issue:43572", "issue:43720|issue:44361", "issue:43278|issue:43688", - "issue:43493|issue:43825", "issue:44625|issue:46002", + "issue:43493|issue:43825", "issue:28218|issue:33357", - "issue:39692|issue:43493", "issue:44964|issue:45405", + "issue:39692|issue:43493", "issue:44849|issue:45357", "issue:44568|issue:45812", "issue:44488|issue:44843", - "issue:39692|issue:43295", "issue:43493|issue:43844", - "issue:45200|issue:45229", + "issue:39692|issue:43295", "issue:43278|issue:43844", + "issue:45200|issue:45229", "issue:43540|issue:44977", - "issue:43646|issue:44466", "issue:44464|issue:46424", - "issue:33357|issue:33666", - "issue:44589|issue:45520", - "issue:43334|issue:43572", - "issue:43824|issue:44589", - "issue:43257|issue:43299", - "issue:43927|issue:44361", - "issue:43334|issue:45759", - "issue:43504|issue:43606", - "issue:43572|issue:44291", - "issue:43278|issue:43701" + "issue:43646|issue:44466" ], - "prepared_review_unit_hash": "68a495affd6640a4d7819fc86a22dc4049a1da8936e9ddc6e2643d4be7771287", + "prepared_review_unit_hash": "9785fa8bd51a1505ced1073c1b83e499940614e93a452f41febe105917f84d19", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37086, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are loosely thematically related around Transformers regressions, but none of the soft pairs look like true duplicates of the same concrete bug/change. No PRs are present.", - "confidence": 0.72, - "canonical_issue_reason": null, + "summary": "This set is a loose thematic cluster of mostly unrelated bugs; there are no strong duplicate pairs. The best representative issue is the broad tokenizer regression in Granite models.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45812 is the clearest, most broadly impactful bug here: a concrete tokenizer regression affecting all Granite models, with multiple inbound references and a well-scoped failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest and most representative regression-style issue in the set, but it should not be treated as a duplicate of the others.", + "best_issue_reason": "issue:45812 is the strongest canonical candidate because it is concrete, user-visible, and more central than the other narrowly scoped model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Different failures: multi-GPU Qwen2-VL training versus a Trainer.compute_loss signature error." - }, - { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Different bugs: SigLIP2 incorrect outputs versus return_tensors being ignored with explicit text_kwargs." + "reason": "Both involve save/load behavior, but one is tied-weight serialization by device and the other is a quantized-sinq reload failure; different code paths and symptoms." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Different model/runtime problems: Qwen3.5 flash-attention generation bug versus FP8 inference failure on B200." + "reason": "One is a dtype propagation bug in Blip2 loading; the other is an AttributeError in flash-attention integration for sink-less models. Not the same bug." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Both are pad-token regressions, but on different configs/models and with different missing fields; not the same bug." + "reason": "Completely different problems: an attention correctness issue on MPS versus an import failure involving Trainer and datasets." }, { "left": "issue:43720", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "Unrelated: BitNet packed-weight loading versus MLukeTokenizer attribute/task failure." + "reason": "One is a packed-weights loading bug in BitNet; the other is DiaConfig losing custom token IDs after save/load. Different artifacts and failure modes." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Different issues: dtype drift between train/eval versus auxiliary-loss normalization." + "reason": "Both touch processors, but one is an audio sampling-rate default bug and the other is a regression in processor.tokenizer/image passing. Not duplicates." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "SigLIP2 implementation discrepancy and an offline-mode error message regression are unrelated." + "reason": "Both are model loading complaints, but they concern different models and different loader regressions; no evidence of the same underlying defect." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Different failures: num_labels propagation versus NaNs in classification heads." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig custom token ID loss." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer spacing behavior and a MacOS bus error on a CLIP model are unrelated." + "reason": "Gemma4 device mismatch during forward is unrelated to the sinq save_pretrained/from_pretrained breakage." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example problem and the other is an implementation mismatch; not the same underlying bug." + "reason": "Multi-GPU Qwen2-VL training and a CustomTrainer compute_loss signature error are unrelated." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Model-loading regression versus an unreleased dependency version bump; no shared bug." + "reason": "SigLIP2 incorrect outputs and return_tensors being ignored are different behaviors in different call paths." }, { "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Different Qwen3.5 issues: hidden-states behavior versus incorrect save_pretrained visual encoder keys." - }, - { - "left": "issue:44568", - "right": "issue:45812", + "right": "issue:46209", "accept": false, - "reason": "Related tokenizer regressions, but different models and symptoms; one is add_special_tokens handling, the other wrong Granite token IDs." + "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different problems: model load failure versus an offline-mode hub call in tokenizer regex patching." + "reason": "Both mention missing pad token-related config fields, but they affect different model configs and attribute names; too weak to treat as the same bug." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Both touch multimodal examples, but one is a docs-example mismatch and the other is a processor/tokenizer API regression." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are unrelated bugs." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Text-only fine-tuning default issue versus a multi-GPU inference OOM; different problems." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different issues." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Embedding dtype changes and abnormal gradient growth are unrelated." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Different Qwen3 family bugs: video-input processing versus flash-attention generation behavior." + "reason": "Tokenizer spacing after added token and a MacOS bus error in a CLIP model are unrelated." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different code-paths." + "reason": "Phi-4 multimodal loading and a PEFT version pin problem are not the same defect." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Chunked generation with compiled forward and cache-length handling are different issues." + "reason": "SigLIP2 docs/example errors and SigLIP2 implementation discrepancies are different enough to avoid merging; one is an example/documentation failure, the other is model correctness." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "A MacOS bus error and multi-GPU training are unrelated." + "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder keys on save_pretrained are distinct bugs." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Different runtime/type errors: FP8 storage lookup versus flash_attn import key error on Python 3.13." + "reason": "Both are tokenizer regressions, but one is special-token insertion for mdeberta-v3 and the other is wrong token IDs for Granite; different models and mechanisms." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Similar missing-pad-token symptoms, but different model families and config fields; not the same bug." + "reason": "A specific model load failure and an offline-mode failure in _patch_mistral_regex are different bugs." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "ImportError for Qwen2_5_VL is unrelated to the FP8 storage TypeError." + "reason": "SigLIP2 correctness and ZeRO-3 gradient growth are unrelated." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both concern Qwen MoE loading, but the model families and failure modes differ enough that they are not the same concrete issue." + "reason": "SigLIP2 example issues and processor.tokenizer regression are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task errors are unrelated." + "reason": "Embedding dtype drift and abnormal gradient growth under ZeRO-3 are different training issues." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Different multimodal-config bugs: missing pad_token_id versus not unwrapping text_config in from_config." + "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Legacy-field model loading and CPU-offload device mismatch are unrelated." + "reason": "Video-input processing error in Qwen3OmniMoe and Qwen3.5 flash-attention generation bug are different code paths." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Missing pad_token_idx and unexpected _is_hf_initialized during init_empty_weights are different issues." + "reason": "Chunked generation with compiled forward and cache max length handling are different runtime behaviors." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different v5 regressions, not the same concrete bug." } ] }, @@ -7547,53 +7526,54 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:15354", "issue:28218", "issue:29159", "issue:29942", "issue:30333", "issue:32090", + "issue:33357", + "issue:33666", "issue:34567", - "issue:38175", "issue:42490", "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", "issue:43504", - "issue:43540", + "issue:43572", "issue:43575", - "issue:43582", "issue:43606", "issue:43653", "issue:43696", + "issue:43701", + "issue:43824", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", "issue:44112", - "issue:44423", + "issue:44291", + "issue:44361", + "issue:44423", "issue:44464", "issue:44493", - "issue:44521", - "issue:44554", + "issue:44589", "issue:44734", "issue:44792", "issue:44964", - "issue:44977", - "issue:45072", - "issue:45084", - "issue:45198", - "issue:45200", "issue:45229", - "issue:45290", "issue:45405", "issue:45406", - "issue:45446", "issue:45520", "issue:45584", "issue:45588", + "issue:45759", "issue:45823", "issue:46050", "issue:46121", @@ -7601,10 +7581,20 @@ "issue:46369" ], "soft_pairs": [ + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43278|issue:43701", "issue:45229|issue:45823", "issue:43575|issue:45405", - "issue:44792|issue:45405", "issue:44493|issue:46285", + "issue:44792|issue:45405", "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:44464|issue:45584", @@ -7618,200 +7608,204 @@ "issue:28218|issue:34567", "issue:42490|issue:43696", "issue:29159|issue:32090", - "issue:45406|issue:46121", - "issue:45084|issue:45520", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:43582|issue:44977", - "issue:43540|issue:45200", - "issue:45072|issue:45198", - "issue:45200|issue:45823", - "issue:44521|issue:45290" + "issue:45406|issue:46121" ], - "prepared_review_unit_hash": "cee8bb8d0b998f0680caef8bfff88a3a2e60cb3665dc5da8a8d88595af7f6f96", + "prepared_review_unit_hash": "3fb76ec779617a43cfcc1501bcecc1290b9b3239a5d6152b1f9aff8e0a27bbe1", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34943, - "estimated_input_tokens": 8736, - "estimated_eval_tokens": 17728 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs are mostly broad-similarity matches, not true duplicates. I would not merge any of the suggested edges. If forced to anchor the cluster, the strongest issue candidate is the multimodal chat-template bug (#44521) because it is open, well-discussed, and has the most external references among the items.", - "confidence": 0.9, - "canonical_issue_reason": "#44521 is the clearest, most central issue in the set: it is open, has multiple inbound references, and describes a concrete, reusable bug in a shared code path (`apply_chat_template`) rather than a model-specific symptom.", + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad themes (tokenizers, Qwen/Gemma/serve, offloading, etc.) but not the same concrete bug or fix path. I found no safe duplicate merges.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43873 is the most central open issue in the set by engagement and breadth, but the cluster does not contain a true duplicate subgroup to canonically collapse around.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best overall representative because it is broad enough to matter across models, has strong discussion/references, and its failure mode is specific and actionable.", + "best_issue_reason": "issue:43873 is the best representative issue here because it is open, high-activity, and broadly phrased; however, it is not a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: missing Float8 storage lookup vs flash-attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they affect different model families and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated problems: MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class is not the same bug as a Float8 storage object lookup failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed conversion and the other is dev-version model loading/import breakage." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Completely different code paths: legacy field during BEiT loading vs CPU offload device mismatch for bark-small." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Related Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is incorrect `text_config` unwrapping in `from_config`." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenization/config issues: saved custom token IDs being lost vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a config compatibility regression; the other is an `init_empty_weights` argument mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated training/eval dtype drift vs checkpoint resume key mismatch." + }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is a multi-GPU OOM and the other is a device-mismatch forward bug; different failure modes and likely different fixes." + "reason": "Both involve Gemma4, but one is CUDA OOM and the other is a device mismatch during forward." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Completely unrelated: an OOM while loading Qwen2 with tensor parallelism vs a PEFT version-check bump." + "reason": "Model TP OOM is unrelated to a PEFT minimum-version bump." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Janus image-generation test failure and a dependency-version issue are unrelated." + "reason": "Different structural regressions: unexpected position-id key warnings vs CLIP text model class structure changes." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Position-id key warnings and CLIP text-model structural drift are different bugs with no shared code-path evidence." + "reason": "A failed janus image-generation test is not the same issue as the PEFT version requirement regression." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "A legacy-field load failure in BEiT segmentation and a tokenizer special-token registration bug are unrelated." + "reason": "Different models and symptoms: BEiT legacy-field loading vs BigBirdTokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device behavior, but one is a CPU offload mismatch in Bark and the other is a stale GraniteSpeech CI test; not the same bug." + "reason": "Both mention device-related CI failures, but the affected models and failure modes are different." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling are different generation paths and failure causes." + "reason": "Chunked generation with compiled forward is a different path from Whisper empty-transcription failure after token alignment." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-loading/inference issue, not the position-id key warning described here." + "reason": "Nonsensical SigLIP2 outputs are not the same bug as the position-id key regression." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading, but one is an offloading behavior bug and the other is save/load corruption for sinq-quantized models." + "reason": "Both involve quantization/offloading, but one is offload behavior and the other is save/load breakage for sinq-quantized models." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention crash on `s_aux=None` and sinq save/load breakage are distinct problems in different subsystems." + "reason": "Flash-attention sink handling and quantized save/load persistence are separate code-path failures." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a memory overflow when calling sam3-litetext." + "reason": "Same broad Sam3 area, but dummy Conv2d wiring and memory overflow are not the same concrete bug." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related crashes, but one is multimodal continuous-batching with a `.to` error and the other is KV-cache continuation tensor indexing; different code paths." + "reason": "Both are `transformers serve` crashes, but they fail in different routes: multimodal continuous batching vs `/v1/responses` KV-cache continuation indexing." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." + "reason": "Flash Attention 2 CI failures and MLflow failure-reporting are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth in training and a model-load failure for Phi-4 multimodal are not the same underlying bug." + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal loading are different issues." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token-count updates are separate concerns." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warnings have nothing to do with a GPT-oss OOM." + "reason": "Local-path import warning and CUDA OOM on GPT-oss-20b are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the `_gpu_broadcast_one` NoneType error in Trainer." + "reason": "Tokenizer consistency issues do not match a `_gpu_broadcast_one` NoneType TypeError in training." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4 serve crash due to missing `_tokenizer` and a rope-validation type error are different bugs." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Template-node compilation errors and a Python 3.13 `flash_attn` import mapping issue are unrelated." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "These both touch attention/flex_attention, but one is an MPS correctness issue and the other is a PyTorch version-check bug for an import; not the same fix." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "TorchScript `GeneratorExp` export failure and SigLIP2 zero-probabilities are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:44977", - "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues do not share the same code path." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Qwen3Omni video-processing ValueError and Gemma4 text-only mm_token_type_ids defaults are different multimodal bugs." - }, - { - "left": "issue:45072", - "right": "issue:45198", - "accept": false, - "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "One is about defaulting `mm_token_type_ids` to zeros; the other is a device mismatch in Gemma4 PLE forward. Different issues." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both are `apply_chat_template` bugs, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; they are not clearly the same underlying defect." + "reason": "Gemma4 processor missing `_tokenizer` and rope-validation list handling are distinct failures." } ] }, @@ -7830,54 +7824,54 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:28218", - "issue:35141", + "issue:15354", "issue:37428", "issue:38175", "issue:39692", "issue:42490", - "issue:42915", "issue:43232", - "issue:43278", "issue:43295", "issue:43334", - "issue:43388", "issue:43450", "issue:43493", "issue:43525", - "issue:43526", + "issue:43540", "issue:43550", "issue:43572", "issue:43575", + "issue:43582", "issue:43701", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43950", "issue:43957", - "issue:43975", "issue:44186", "issue:44466", + "issue:44521", "issue:44554", "issue:44610", - "issue:44792", "issue:44849", "issue:44898", + "issue:44977", "issue:44987", + "issue:45072", + "issue:45084", "issue:45127", + "issue:45198", "issue:45200", + "issue:45290", "issue:45325", "issue:45356", "issue:45381", "issue:45412", + "issue:45446", "issue:45520", - "issue:45563", "issue:45823", "issue:46178", "issue:46192", @@ -7885,6 +7879,14 @@ "issue:46285" ], "soft_pairs": [ + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:44521|issue:45290", + "issue:45200|issue:45823", "issue:37428|issue:43957", "issue:43493|issue:43701", "issue:44186|issue:46192", @@ -7893,8 +7895,8 @@ "issue:43295|issue:43450", "issue:45381|issue:46209", "issue:43295|issue:44610", - "issue:43295|issue:43873", "issue:43572|issue:44987", + "issue:43295|issue:43873", "issue:39692|issue:46192", "issue:44554|issue:45356", "issue:43572|issue:43957", @@ -7902,102 +7904,137 @@ "issue:37428|issue:43824", "issue:43550|issue:43844", "issue:44466|issue:45127", - "issue:43950|issue:46285", "issue:44898|issue:45412", - "issue:43450|issue:43575", + "issue:43950|issue:46285", "issue:45200|issue:45325", + "issue:43450|issue:43575", "issue:43334|issue:43525", - "issue:42490|issue:43493", - "issue:42915|issue:43824", - "issue:43824|issue:43975", - "issue:44792|issue:45563", - "issue:43388|issue:43526", - "issue:38175|issue:43493", - "issue:28218|issue:35141", - "issue:43278|issue:43856" + "issue:42490|issue:43493" ], - "prepared_review_unit_hash": "a034a90a7c3ea0261fbe66343936dc3902d84889f8519f9157f8563f0113513b", + "prepared_review_unit_hash": "c7c919a3b31142741a2e855d8c664ee04f974ad83b39dacd07049647db14a9a0", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37017, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 31, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft links connect unrelated tokenizer, config, generation, vision, and training issues rather than true duplicates. I rejected all soft edges.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43295 is the broadest, highest-activity regression in the set, so it is the best representative of the cluster, though the items are not actually duplicates.", + "summary": "This cluster is heterogeneous: most items are unrelated regressions, import/config errors, or model-specific bugs across different subsystems. The soft links are mostly superficial matches on broad themes like \"tokenizer\", \"processor\", or \"loading\", so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span distinct models, APIs, and failure modes rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the strongest representative by discussion/activity and generality, but only as a stand-in for triage; the cluster itself is not a coherent duplicate group.", + "best_issue_reason": "No issue is a good global representative here, because the cluster does not share one concrete code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "TypeError about compiling non-template nodes is unrelated to the flash_attn import KeyError." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for flex_attention are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to zero probabilities in SigLIP2." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon warmup TypeError and Qwen3.5 flash-attention generation failure are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is distinct from Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but assistant mask handling and tool-call/content crashes are different failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 device_map device mismatch are separate issues." + }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Different failure modes: flash-attn import error vs meta-device loading issues." + "reason": "flash_supports_window_size import error and meta-device loading regressions affect different symbols and paths." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume-from-checkpoint key mismatches." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to return_tensors being ignored in text_kwargs." + "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors being ignored with text_kwargs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync_gpus bug is unrelated to Qwen3.5 hidden-state output bugs." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are unrelated." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-map/PLE placement issue is unrelated to return_tensors handling." + "reason": "Gemma4 auto device_map mismatch and return_tensors handling are different API problems." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to batched video processor output shapes." + "reason": "processor.tokenizer/image regression and batched video shape bug are both processor-related but not the same code-path issue." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL position-id scaling bug is unrelated to FP8 inference failures on B200." + "reason": "Qwen2.5-VL video position_ids bug is unrelated to FP8 inference failing on B200." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to OmDet-Turbo image-size mismatch." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Tokenizer/processor regression is unrelated to quantization offloading behavior." + "reason": "These are distinct processor regressions affecting different models and inputs." }, { "left": "issue:43572", @@ -8005,53 +8042,53 @@ "accept": false, "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast." }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization/offloading behavior are separate problems." + }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to return_tensors being ignored." + "reason": "Documentation example errors are not the same as return_tensors being ignored." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer codec/warning regressions are different code paths." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLm config missing field is unrelated to meta-device loading failures." + "reason": "StableLmConfig pad_token_idx absence is unrelated to meta-device loading failures." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import handling on Python 3.13 is unrelated to BACKENDS_MAPPING tensorflow_text validation." + "reason": "Flash-attn import KeyError on Python 3.13 and tensorflow_text backend mapping errors are different import/backend issues." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors: flash-support helper vs Qwen2.5-VL class export." + "reason": "Both are import errors, but they involve different missing names and different modules." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to gradient growth under ZeRO-3." + "reason": "torch.compile SDPA failure in Bamba and ZeRO-3 gradient growth are unrelated training/inference bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization inconsistency is not the same bug as LoRA merge collapse with extended vocab." - }, - { - "left": "issue:43950", - "right": "issue:46285", - "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to CLIPTextModel structure differences." + "reason": "Serialization inconsistency of lm_head.weight is not the same as LoRA merge collapse with extended vocab." }, { "left": "issue:44898", @@ -8060,70 +8097,34 @@ "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Batched video shape bug is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different loading/serialization issues." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting and Qwen2.5-VL rope indexing are different issues." + "reason": "mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are separate multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape errors are unrelated to tensor-parallel OOM on model load." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs and code paths." + "reason": "Missing pad_token_id in Qwen3-VL and Llama4Config are similar symptoms but different model-specific config bugs." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5-VL import errors." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "ImportError for a class export is unrelated to deepseek tokenization regressions." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Metric label gathering and Beit image-processor label reduction are different bugs." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "Unexpected zero probabilities and HF-vs-JAX SigLIP2 discrepancy are related by model family but not the same concrete bug." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to embedding reinitialization after resizing." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory usage." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." } ] }, @@ -8142,50 +8143,50 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:29942", - "issue:32090", + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", "issue:41720", + "issue:42915", "issue:43262", + "issue:43278", "issue:43335", + "issue:43388", "issue:43425", "issue:43450", + "issue:43493", "issue:43526", "issue:43550", - "issue:43606", "issue:43611", "issue:43653", "issue:43819", + "issue:43824", "issue:43827", + "issue:43856", "issue:43901", "issue:43975", "issue:44112", "issue:44206", - "issue:44351", "issue:44442", - "issue:44448", "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:45412", "issue:45520", + "issue:45563", "issue:45584", - "issue:45588", "issue:45593", "issue:45759", "issue:46170", @@ -8197,19 +8198,25 @@ "issue:46402" ], "soft_pairs": [ + "issue:42915|issue:43824", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:38175|issue:43493", + "issue:28218|issue:35141", "issue:41720|issue:46209", "issue:43653|issue:44112", + "issue:43278|issue:43856", "issue:43526|issue:46192", - "issue:43975|issue:45520", "issue:44442|issue:45198", - "issue:43262|issue:43450", "issue:45290|issue:46326", + "issue:43262|issue:43450", "issue:38175|issue:45412", "issue:45520|issue:46170", - "issue:44610|issue:44857", "issue:45759|issue:46285", - "issue:44514|issue:44521", + "issue:44610|issue:44857", "issue:44561|issue:46234", + "issue:44514|issue:44521", "issue:43827|issue:43901", "issue:43819|issue:44112", "issue:44206|issue:45584", @@ -8217,205 +8224,198 @@ "issue:44857|issue:45593", "issue:43335|issue:43550", "issue:37428|issue:43425", - "issue:43611|issue:46402", - "issue:43606|issue:45083", - "issue:29942|issue:32090", - "issue:44448|issue:44743", - "issue:43335|issue:43653", - "issue:45200|issue:45588", - "issue:45127|issue:45245", - "issue:37428|issue:44351" + "issue:43611|issue:46402" ], - "prepared_review_unit_hash": "b8c63ac687654dcd95c0458715f6d81c19ae582db2ef10a8a85a9aaedfaa765d", + "prepared_review_unit_hash": "b4a8f9292d62e07acce8753cbdc66799b30d3a8db2ce91f365cfc223490c8022", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36258, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "soft_pair_count": 27, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items are mostly unrelated Transformers bugs, regressions, and docs/import issues that only share broad subsystem vocabulary. None of the soft pairs look like the same underlying defect or change, so they should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a safe canonical representative; the cluster spans many unrelated bugs across different models, processors, import paths, and environments.", + "summary": "These items are mostly distinct bug reports across tokenization/chat templates, model loading, processors, and runtime compatibility. There is no strong single duplicate cluster; the closest grouping is around multimodal chat-template regressions, but the soft pairs still look like separate concrete failures. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the best single issue anchor because it is active, well-described, and sits in the most clearly recurring area here: multimodal `apply_chat_template` regressions. Even so, the overall set is too heterogeneous to treat as one duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out because there is no single shared root cause across the items; any choice would overfit one narrow symptom.", + "best_issue_reason": "issue:44521 is the most suitable representative issue among the set: it is specific, current, and has multiple references, making it a better triage anchor than the more one-off loading/runtime reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config/runtime vs Qwen2.5-VL import error. Same broad ecosystem, not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed Janus image-generation test is unrelated to a stale paged-generate warning about `num_return_sequences`." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class and a detokenization regression are separate code paths and symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both affect label handling, but one is `gather_for_metrics` batching and the other is `BeitImageProcessorFast.reduce_labels`; not the same underlying defect." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX implementation discrepancy. Too broad to merge." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during `post_init`." + }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different failures on different hardware/models: Qwen3 auto device mapping cuda assert vs FP8 inference on B200." + "reason": "Both are GPU/runtime issues, but one is Qwen3 auto device mapping on A800 and the other is FP8 inference on B200. Different hardware paths and failure modes." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token decode bug vs GraniteSpeech CI stale device override test; unrelated code paths." + "reason": "A tokenizer special-token registration bug is unrelated to a GraniteSpeech CI test failure." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs ignored return_tensors with text_kwargs; different processor behavior." + "reason": "Embedding dtype drift in evaluate and memory inefficiency during Qwen3 MoE training are different problems." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "DeepSeek detokenization regression vs flash_attn import KeyError on Python 3.13; unrelated." + "reason": "`reduce_labels` returning one label and `return_tensors` being ignored are separate input-processing bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both involve tokenizers/ASR, but the reported failures and model paths are different." + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific issues." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug; different modalities and symptoms." + "reason": "Both involve chat templating, but one crashes on assistant tool-call messages with no content while the other is about `continue_final_message` for mistral_common tokenizers." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both are chat-template issues, but one is tool-call handling and the other is continue_final_message for mistral_common." + "reason": "Audio chat-template sampling-rate defaulting and batched video processor output shape are unrelated processor bugs." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities vs RT-DETR memory release; unrelated model/runtime problems." + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated model issues." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/platform issues, but they fail for different missing dependencies and environments." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "OmDet-Turbo input size mismatch vs LwDetrImageLoss AMP/CUDA crash; different code paths." + "reason": "Python 3.13 flash-attn import handling is unrelated to Windows ROCm torch.distributed import/type errors." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both concern model/config structure, but the affected architectures and breakage are different." + "reason": "Composite Qwen config unwrapping and CLIP text model structural changes are different architecture/loading regressions." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Similar chat-template surface area, but one is a padding=False crash and the other is all-zero assistant masks." + "reason": "OmDet-Turbo processor image-size mismatch and LwDetrImageLoss AMP crash are separate vision bugs." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing import_utils symbols affecting different optional features/models." + "reason": "Both are missing helper symbols after import-utils changes, but they concern different APIs and breakages; not the same concrete change." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat-template regressions, but one is batching/padding crash and the other is all-zero assistant masks for multimodal inputs. Close, but not the same bug." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but for different pipeline APIs and mismatches." + "reason": "Both are docs-related pipeline removals, but they target different documentation surfaces and different deprecated APIs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction bug vs GraniteSpeech CI device override test; unrelated." + "reason": "A DAC forward/latent mismatch and a GraniteSpeech stale test are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported `center` argument in an audio feature extractor and empty-transcription Whisper generation are different failures." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC forward/latents mismatch vs qwen3_omni_moe helper behavior; different models and logic." + "reason": "DAC latent consistency and qwen3_omni_moe feature-length helper behavior are unrelated internal bugs." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both are detection-loss related, but one is a CUDA/AMP crash and the other is missing auxiliary losses." + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE do not share the same root cause." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers config bug vs Bamba torch.compile/SDPA failure; unrelated." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are distinct model/runtime issues." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Flash-attention helper import error vs Torch 2.10 incompatibility; too broad and different." + "reason": "Missing flash-attention helper import and general Torch 2.10 incompatibility are not the same bug." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Generic base_model_prefix loading regression vs Sam3Model text encoder weights not loaded; different loading bugs." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "CPU offload device mismatch in Bark vs qwen3_omni_moe feature-length helper behavior; unrelated." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error; different failure modes." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Pegasus v4/v5 output drift vs Qwen3_5 recurrent-state reset bug; not the same bug." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Different tokenizer/config issues: sparse layer creation vs mask-token special-token registration." - }, - { - "left": "issue:45200", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 multimodal token type IDs vs flash_attention sink-less crash; unrelated." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA/extended-vocab collapse vs category-count runtime limit; different domains." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and code paths." + "reason": "`base_model_prefix` loading regression and Sam3 text encoder weights not loading are separate model-loading problems." } ] }, @@ -8434,20 +8434,19 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:28218", "issue:29127", + "issue:29942", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", - "issue:40444", "issue:42490", "issue:43278", "issue:43335", @@ -8455,25 +8454,27 @@ "issue:43526", "issue:43550", "issue:43606", - "issue:43701", + "issue:43653", "issue:43720", - "issue:43746", "issue:43819", "issue:43825", "issue:43854", "issue:44112", "issue:44206", + "issue:44351", "issue:44360", "issue:44448", "issue:44493", "issue:44561", + "issue:44743", "issue:44779", "issue:44855", "issue:44857", - "issue:44977", "issue:45072", "issue:45083", - "issue:45229", + "issue:45127", + "issue:45200", + "issue:45245", "issue:45290", "issue:45310", "issue:45381", @@ -8485,272 +8486,253 @@ "issue:45859", "issue:45920", "issue:46192", - "issue:46209", "issue:46234" ], "soft_pairs": [ + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:37428|issue:44351", "issue:44855|issue:45083", "issue:43550|issue:44112", "issue:43819|issue:44493", "issue:43335|issue:43504", "issue:44206|issue:45823", "issue:43278|issue:43825", - "issue:29127|issue:32090", - "issue:45290|issue:45381", "issue:39692|issue:43526", + "issue:45290|issue:45381", + "issue:29127|issue:32090", "issue:45588|issue:45859", "issue:43335|issue:45083", "issue:43720|issue:44112", - "issue:44448|issue:44779", - "issue:39692|issue:44493", "issue:45310|issue:45478", + "issue:44448|issue:44779", "issue:45459|issue:46234", + "issue:39692|issue:44493", "issue:43335|issue:44112", "issue:43335|issue:45593", "issue:34689|issue:35141", "issue:43606|issue:44857", - "issue:42490|issue:43854", "issue:44360|issue:44561", + "issue:42490|issue:43854", "issue:38175|issue:44493", "issue:44857|issue:45072", - "issue:45920|issue:46192", - "issue:28218|issue:32090", - "issue:44448|issue:44977", - "issue:40444|issue:43526", - "issue:43701|issue:45083", - "issue:44977|issue:45229", - "issue:43746|issue:46209", - "issue:32090|issue:33357" + "issue:45920|issue:46192" ], - "prepared_review_unit_hash": "3c0878399c52d59aa4b7a15e8248bc00fb14847a2122ac0d98314cee65310d6b", + "prepared_review_unit_hash": "275060c55cb86408c137a71e67b54c8b434a8efdf658f601210244f14440dbf9", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37441, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "serialized_chars": 37584, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the two Qwen3.5-Moe from_pretrained regression reports. The rest are different bugs touching unrelated code paths, so they should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the better canonical for the duplicated Qwen3.5-Moe from_pretrained regression: it is the earlier report and has the clearer core failure description, while issue:45478 is the same problem reposted later.", + "summary": "The cluster is mostly heterogeneous: nearly all soft pairs are unrelated issues that only overlap at a broad subsystem level. One clear duplicate pair stands out: issue:45310 and issue:45478 have matching titles and describe the same Qwen3.5 MoE from_pretrained regression. I\u2019m keeping the rationale grounded in the visible metadata only, without claiming unseen repro details.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report and has an exact title match with issue:45478, indicating the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest global issue candidate: it reports a broad, high-impact tokenizer regression affecting multiple model families and is still open, making it the most suitable representative issue in this set.", + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is the only confirmed duplicate pair and the earlier of the two matching reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44855", + "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different subsystems and failures: import/indentation parsing vs feature-length helper behavior." + "reason": "CPU offload device mismatch is a different bug from `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Unrelated problems: torch.compile SDPA failure vs GraniteSpeech CI device-override test." + "reason": "Flash Attention test failures are unrelated to `_gpu_broadcast_one` rejecting `NoneType` in Trainer." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Different bugs: DAC latent-path mismatch vs position-id unexpected-key loading issue." + "reason": "Pegasus output drift and Qwen3 recurrent-state reset are different model regressions." }, { "left": "issue:43335", - "right": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Different models and code paths: SwitchTransformers config bug vs BEiT pretrained preset legacy-field load bug." + "reason": "SwitchTransformers sparse-layer configuration and BigBirdTokenizer special-token registration are unrelated bugs." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Different failures: unsupported feature-extractor arg vs Gemma4 device-map mismatch." + "reason": "Gemma 4 mm_token_type_ids defaults and flash_attention s_aux handling are different code paths." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Different concerns: dtype drift in evaluation vs an error-message/v5 pipeline warning issue." + "reason": "LoRA/vocab collapse is unrelated to the category-cardinality runtime limit." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Both are import errors, but they concern different missing symbols and different modules." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Chat-template/tool-call crash and qwen2.5-vl video position-id bug are different code paths." + "reason": "Python 3.13 import parsing failure is unrelated to qwen3_omni_moe feature-length computation." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Documentation example mistakes are not the same as BeitImageProcessorFast label-reduction logic." + "reason": "torch.compile SDPA failure is a different issue than the GraniteSpeech CI device override test." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Flash-attention s_aux=None crash and CPU-offload rotary-embedding incompatibility are distinct." + "reason": "DAC forward/from_latents mismatch is unrelated to unexpected position-id keys." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "SwitchTransformers sparse-layer creation and BEiT pretrained preset loading are different problems." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Packed-weights loading bug and GraniteSpeech stale-test failure are not the same issue." + "reason": "Unsupported `center` argument in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Both are v5 regressions, but one is model output drift and the other is tokenizer correctness; root causes differ." + "reason": "Embedding dtype drift is not the same as the pipeline error-message wording issue." }, { "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 docs/example issues do not match the position-id loading regression." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same Qwen3.5-Moe from_pretrained failure on transformers>=5.4.0; clearly duplicate reports." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils symbol are unrelated issues." - }, - { - "left": "issue:43335", - "right": "issue:44112", + "right": "issue:43526", "accept": false, - "reason": "Same as above: config bug vs CI test failure, no shared bug path." + "reason": "SigLIP2 docs/model-processor mismatch and `reduce_labels` returning one label are unrelated." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Chat template tool-call crashes and Qwen2.5-VL video position-id bugs involve different paths." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Different models and defects: Llama 3.2 load breakage vs embedding reinitialization after resize." + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `NoneType` broadcast error." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "CPU-offload device mismatch and float16 AMP crash are different failure modes." + "reason": "Flash-attention auxiliary-state crash is different from Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to GLM-4.7-Flash unit-test loading failure." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length behavior are unrelated." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available are unrelated." + "reason": "BitNet packed-weight loading and GraniteSpeech device override are different failures." }, { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 zero-probability behavior is not the same as the position-id key regression." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact title match and same reported `transformers>=5.4.0` Qwen3.5 MoE from_pretrained failure indicate the same underlying issue." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Different model families and problems: AMP/CUDA loss crash vs bfloat16 dtype mismatch." + "reason": "Pegasus output drift and DeepSeek tokenizer regression are different model behaviors." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Broad tokenizer ID regression vs return_tensors argument handling are different API bugs." + "reason": "Tokenizer protobuf error masking is unrelated to the missing import_utils symbol." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error have no shared code path." + "reason": "Llama 3.2 Vision model loading break and post_init embedding reinitialization are different bugs." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "CPU offload device mismatch is unrelated to the LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "A DSA discussion about a missing ReLU is unrelated to the `is_torch_fx_available` removal regression." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." + "reason": "Trailing-slash local-path import warning and GLM-4.7-Flash loading failure are different issues." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated issues." + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different symptoms." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are different problems." + "reason": "These both mention dtype, but they concern different models and different failure modes." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and CLIP MacOS bus error are unrelated." + "reason": "Broad tokenizer-ID regression across models is not the same as `return_tensors` being ignored with explicit `text_kwargs`." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analyst output is grounded in the packet. The canonical duplicate pair 45310/45478 is clearly the same reported bug, and the remaining soft-edge rejections stay conservative given the titles and issue descriptions. The summary does not overstate the evidence." + "accept": false, + "feedback": "The deduplication judgment is mostly conservative, but the rationale overstates evidence in at least one place: \"clear repro\" is not supported by the packet, since we only see titles/body lengths and soft-similarity metadata, not the underlying repro text. The exact-title duplicate between issue:45310 and issue:45478 is well grounded, but the summary should avoid claims about repro clarity or other unobserved details." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -8763,40 +8745,40 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:10000", "issue:15354", - "issue:25251", "issue:27957", + "issue:28218", "issue:29942", "issue:32090", - "issue:33290", + "issue:33357", "issue:34689", "issue:35141", "issue:37428", + "issue:40444", "issue:41720", "issue:42490", "issue:43278", "issue:43329", "issue:43381", "issue:43412", + "issue:43526", "issue:43550", "issue:43575", - "issue:43653", + "issue:43701", + "issue:43746", "issue:43873", "issue:43927", "issue:43976", - "issue:44186", - "issue:44361", "issue:44448", "issue:44466", "issue:44561", "issue:44568", - "issue:44743", "issue:44779", "issue:44855", "issue:44857", @@ -8805,7 +8787,6 @@ "issue:45083", "issue:45198", "issue:45229", - "issue:45245", "issue:45372", "issue:45406", "issue:45440", @@ -8815,21 +8796,29 @@ "issue:45698", "issue:45803", "issue:45823", + "issue:46209", "issue:46399" ], "soft_pairs": [ + "issue:28218|issue:32090", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:32090|issue:33357", "issue:29942|issue:35141", "issue:43550|issue:45083", "issue:44855|issue:46399", "issue:42490|issue:43575", - "issue:10000|issue:15354", "issue:43927|issue:45698", - "issue:37428|issue:44987", "issue:44561|issue:44779", + "issue:37428|issue:44987", + "issue:10000|issue:15354", "issue:43278|issue:43329", "issue:27957|issue:34689", - "issue:44857|issue:45588", "issue:43873|issue:45229", + "issue:44857|issue:45588", "issue:41720|issue:45229", "issue:44568|issue:45491", "issue:44977|issue:45563", @@ -8837,226 +8826,219 @@ "issue:45372|issue:45588", "issue:45588|issue:45823", "issue:43412|issue:45588", - "issue:44448|issue:44466", "issue:43976|issue:45440", + "issue:44448|issue:44466", "issue:45372|issue:45406", - "issue:25251|issue:32090", - "issue:45198|issue:45803", - "issue:43653|issue:44743", - "issue:45245|issue:45563", - "issue:32090|issue:33290", - "issue:42490|issue:43873", - "issue:44186|issue:45198", - "issue:44361|issue:45198" + "issue:45198|issue:45803" ], - "prepared_review_unit_hash": "04647e079b18acbe71efd386b000590b9088d84f306bc1253dc3163a9db7727f", + "prepared_review_unit_hash": "33b4d62dbd4fb32ffe2e5e588f69dd568f0a876bdccc38c24f011e5c25b73aa6", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36919, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "serialized_chars": 36933, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad themes like model loading, flash-attention, tokenizers, or memory issues, but not the same concrete bug. No PRs are present. If a representative issue is needed, I\u2019d use the Gemma 4 processor-loading regression as the clearest actionable report.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45372 is the most central and actionable representative in this set: it has a concrete repro, active discussion, and sits in the Gemma 4 processor-loading regression area that overlaps with several nearby reports.", + "summary": "The soft edges are mostly superficial matches by subsystem or version. I did not find any pair that clearly describes the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the best single issue to anchor the cluster because it is specific, well-described, and closer to an upstream/root-cause style failure than the other mostly unrelated reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Different symptoms and code paths: tokenizer spacing vs Trainer GPU broadcast type error." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation regressions, but one is Pegasus v4/v5 output drift and the other is a Qwen3.5 flash-attention crash." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated functionality: multimodal iterable training vs BEiT fast image processor label reduction." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; different failure modes and fixes." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local PEFT checkpoint loading issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different runtime failures." + }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures vs embedding reinitialization in post_init are different bugs." + "reason": "Flash Attention 2 test failures are not the same bug as post_init reinitializing untied output embeddings." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Different models and different failure modes: torch.compile/SDPA vs a helper-length calculation bug." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a qwen3_omni_moe helper returning unexpected lengths." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator/parse problems, but they affect different code paths and models." + "reason": "Both involve decorator/script-related errors, but they affect different models and concrete parsing/registration paths." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and TP OOM on Qwen2 are unrelated." + "reason": "Import warning for trailing slash paths is unrelated to tensor-parallel OOM while loading Qwen2-57B-A14B-Instruct." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "German DistilBert model error and ViT torch.jit GeneratorExp export failure are unrelated." + "reason": "Both concern save/load, but one loses custom token IDs in config while the other loads the wrong custom module." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to DeepSeek tokenizer behavior changes." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Import error for a missing flash-attn helper is not the same as a model-loading failure for a specific repo." + "reason": "Missing internal flash-attention import and a failure loading physical-intelligence/fast are not clearly the same bug." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Removal of an API used by trust_remote_code models is different from DeepSeek tokenizer output corruption." + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift and a multimodal token-count helper bug are unrelated." + "reason": "Embedding dtype drift and undefined multimodal token helper variables are separate bugs." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading breakage are different issues." + "reason": "Both mention model loading, but XLMRoberta flash-attention support and Llama 3.2 vision loading are distinct problems." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "AMP loss crash in LwDetrImageLoss and flash_attention.py s_aux=None crash are different code paths." + "reason": "Quantized offloading behavior is not the same as Gemma4 multi-GPU OOM." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Quantization offloading behavior and multi-GPU CUDA OOM on Gemma4 are not the same bug." + "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention integration crashing on s_aux=None." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device-map assert and Gemma4 multi-GPU OOM are unrelated failures." + "reason": "Qwen3 auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different device/memory failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token insertion bug and Gemma3 sliding-window NaNs are unrelated." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different issues." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and a stale warning in paged generate are different defects." + "reason": "Qwen3.5 flash-attention generation failure does not match a stale warning in paged generate()." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval are unrelated." + "reason": "Eval-mode gradient checkpointing error is unrelated to embedding dtype changes." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure from a missing dependency is different from a flash_attention integration crash." + "reason": "Gemma 4 processor loading import error differs from flash_attention integration crash on sink-less models." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4, but one is a flash_attention None crash and the other is a device_map mismatch in forward." + "reason": "Both are Gemma4-related, but one is a flash_attention None-handling crash and the other is a device mismatch during forward." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failures are a different pipeline from the flash_attention None handling bug." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Generation output changes and lm_head serialization inconsistency are different bugs." + "reason": "Executorch export failure and flash_attention integration crash are separate code paths." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Both are Gemma4-related, but one is an import/dependency break and the other is a missing _tokenizer attribute in serve." + "reason": "Both are v5 regressions, but one changes model outputs and the other changes lm_head serialization behavior." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Gemma 4 processor import failure and transformers serve missing _tokenizer attribute are different bugs." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature exception handling bug are different components." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-limit RuntimeError and stale generate warning are not the same bug." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast NoneType and Adafactor+Deepspeed OOM are different failures." - }, - { - "left": "issue:42490", - "right": "issue:43873", - "accept": false, - "reason": "Path-trailing-slash warning and quantization offloading issue are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are distinct." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer attribute error and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except exception handling are unrelated." } ] }, @@ -9075,18 +9057,20 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ + "issue:25251", "issue:27957", "issue:29127", "issue:29942", "issue:30064", + "issue:32090", + "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:39692", "issue:42490", "issue:42915", @@ -9096,50 +9080,54 @@ "issue:43278", "issue:43381", "issue:43421", - "issue:43526", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", - "issue:43824", + "issue:43873", "issue:43994", "issue:44186", "issue:44206", "issue:44265", - "issue:44279", - "issue:44387", + "issue:44361", "issue:44442", "issue:44462", "issue:44479", - "issue:44625", + "issue:44743", "issue:44871", "issue:44977", - "issue:45072", "issue:45198", + "issue:45245", "issue:45372", "issue:45412", "issue:45440", "issue:45459", "issue:45491", - "issue:45584", + "issue:45563", "issue:45593", "issue:45712", - "issue:45834", "issue:46121", "issue:46369" ], "soft_pairs": [ + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:32090|issue:33290", + "issue:44361|issue:45198", + "issue:44186|issue:45198", "issue:44206|issue:44479", + "issue:42490|issue:43873", + "issue:43065|issue:45412", "issue:33357|issue:39692", "issue:29127|issue:34567", - "issue:43065|issue:45412", + "issue:43065|issue:43994", "issue:43611|issue:46121", "issue:44871|issue:44977", - "issue:43065|issue:43994", "issue:43066|issue:44462", - "issue:42915|issue:42994", "issue:45459|issue:45712", + "issue:42915|issue:42994", "issue:43278|issue:43575", "issue:29942|issue:30064", "issue:45412|issue:46369", @@ -9147,249 +9135,221 @@ "issue:45372|issue:45459", "issue:44265|issue:45198", "issue:43381|issue:43701", - "issue:43653|issue:44442", "issue:43756|issue:45440", + "issue:43653|issue:44442", "issue:43421|issue:45491", "issue:27957|issue:29942", "issue:29127|issue:33357", - "issue:43824|issue:44279", - "issue:45440|issue:45593", - "issue:43994|issue:46369", - "issue:43526|issue:45834", - "issue:43526|issue:44186", - "issue:29127|issue:35141", - "issue:44625|issue:45584", - "issue:43575|issue:43701", - "issue:44442|issue:45072", - "issue:42490|issue:43381", - "issue:43575|issue:44387" + "issue:45440|issue:45593" ], - "prepared_review_unit_hash": "5769113e1eab4fb9e07b41b44ca5d2da5bd4af3dcbfd31bff10429a3d1848b33", + "prepared_review_unit_hash": "bfaff58213068114c168c42a6793a3c9ad5bd91ced3af03fed4aea4e767bb4ac", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37546, - "estimated_input_tokens": 9387, - "estimated_eval_tokens": 19030 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a real duplicate set: the items span many unrelated Transformers bugs (tokenizers, vision models, quantization, memory, training state, and import errors). None of the soft edges look like the same underlying bug/change, so all candidate links should be rejected.", + "summary": "This set is not a duplicate cluster: the issues span many unrelated subsystems (tokenizers, vision models, training, quantization, export, memory, docs). The soft-similarity pairs mostly share generic words like \u201cerror,\u201d \u201ctokenizer,\u201d or \u201cmemory,\u201d but do not describe the same underlying bug or change.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue stands out, because the items are heterogeneous and do not form one coherent duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a good global representative target here; the collection is too diverse for a meaningful duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: pipeline output nesting vs Trainer GPU broadcast with NoneType." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer mask-token decode bug vs Qwen recurrent-state reset behavior; unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Segmentation category-limit runtime error vs stale generate warning; different features and failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to deepspeed Adafactor OOM." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute crash vs Wav2Vec2 save/tokenization failure; different tokenizer/model families." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is not the same as Wav2Vec2 save/tokenization failure." + }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Both mention input/feature-processing regressions, but one is an unsupported arg crash in LasrFeatureExtractor and the other is a Qwen2.5-VL video regression; different code paths and failures." + "reason": "Feature extractor center-arg crash vs video-input regression in Qwen VL models." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path slash import warning and quantization offloading behavior are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak after deletion are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Both involve vision models, but one is a MacOS bus error on a community CLIP model and the other is a SigLIP2 docs example mismatch/quantization issue; not the same bug." + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation example errors." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated subsystems and failure modes." + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter not updating." }, { "left": "issue:43065", - "right": "issue:45412", + "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d cleanup and RT-DETR memory release are different model-internals bugs, not one fixable change." + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to SigLIP2 nonsensical outputs." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Model loading with base_model_prefix and rope-parameter JSON handling are unrelated configuration/validation issues." + "reason": "base_model_prefix loading break and rope-validation TypeError are different mechanisms." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS token config mismatch and Qwen3.5 flash-attention generation failure are different model behavior problems." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Sam3PixelDecoder dummy layer cleanup and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." + "reason": "Both are Gemma/Qwen inference bugs, but they affect different configs and code paths." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder-type regression and ignoring tokenizer.json are both tokenizer-loading issues, but they are distinct bugs with different failure points." + "reason": "Tokenizer decoder-type mismatch in v5 is not the same as ignoring repository tokenizer.json." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are different quantization paths." + "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes are unrelated maintenance issues." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Tokenizer error masking due to protobuf absence and leftover dummy class cleanup are unrelated." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different quantization problems." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval and tensor-parallel OOM while loading a model are different problems." + "reason": "Embedding dtype drift in eval mode is unrelated to tensor-parallel OOM while loading Qwen2-57B." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated regressions." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but one is RT-DETR object deletion/leak behavior and the other is SAM3-LiteText memory overflow; different code paths." + "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are not the same bug." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and RT-DETR memory release are unrelated." + "reason": "SigLIP2 incorrect outputs and RT-DETR memory leak are unrelated issues." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common and protobuf-related tokenizer exception masking are different import/error-handling issues." + "reason": "Gemma 4 processor import error and tokenizer protobuf error masking are different failures." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures from torch_compilable_check and save_pretrained/tokenization failures in Wav2Vec2 are unrelated." + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training-flow bugs." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to checkpoint key mismatch." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." + "reason": "Smollm3 RoPE-layer divergence and DeepseekV3MoE divergence are model-specific implementation issues, not one bug." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and DeepseekV3MoE divergence from remote implementation are model-architecture mismatches, not the same underlying issue." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer bugs." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings in mixed-length batching are unrelated tokenizer vs attention/kernel issues." + "reason": "Runtime special-token post-processor update is unrelated to Gemma3 NaN embeddings with mixed-length batching." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is failing tests; not the same concrete bug." + "reason": "One is model support for Flash Attention 2; the other is failing FA2 tests, not the same concrete bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP bus error on MacOS are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete failure." + "reason": "LayoutLMv3 error-message issue and CLIP MacOS bus error are unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model implementation bugs." - }, - { - "left": "issue:43994", - "right": "issue:46369", - "accept": false, - "reason": "SigLIP2 incorrect generation/AutoModel behavior and SAM3-LiteText memory overflow are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are unrelated." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 box-information error messaging and output embedding reinitialization after resize are separate bugs." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Tensor-parallel OOM loading Qwen2-57B and resume checkpoint key mismatch are different failure modes." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in inference are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Trailing-slash local model import warning and gradient-checkpointing eval restriction are unrelated." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both are OOM-related, but one is TP loading of a specific model and the other is int4 quantization reserved-memory growth; different causes." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." } ] }, @@ -9408,10 +9368,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:27957", "issue:29127", @@ -9419,275 +9379,281 @@ "issue:34567", "issue:34689", "issue:35141", - "issue:42175", "issue:42490", "issue:42915", - "issue:43232", "issue:43262", - "issue:43316", "issue:43334", "issue:43381", - "issue:43388", "issue:43452", - "issue:43525", "issue:43526", "issue:43531", - "issue:43611", + "issue:43575", "issue:43646", - "issue:43720", - "issue:43723", + "issue:43701", "issue:43761", + "issue:43824", "issue:43873", "issue:43931", + "issue:43994", "issue:44062", "issue:44077", - "issue:44079", + "issue:44186", "issue:44206", + "issue:44279", + "issue:44387", "issue:44442", "issue:44464", + "issue:44625", "issue:44743", "issue:44811", "issue:44857", "issue:44898", "issue:44977", - "issue:45003", + "issue:45072", "issue:45245", - "issue:45440", - "issue:45479", "issue:45491", + "issue:45584", "issue:45588", + "issue:45834", "issue:45859", "issue:45907", "issue:46121", - "issue:46234", + "issue:46369", "issue:46399" ], "soft_pairs": [ + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:42490|issue:43381", "issue:42915|issue:43931", + "issue:43575|issue:44387", "issue:43761|issue:45859", "issue:43526|issue:44857", "issue:43334|issue:43531", "issue:46121|issue:46399", "issue:44977|issue:45245", - "issue:43262|issue:44206", "issue:44464|issue:45491", + "issue:43262|issue:44206", "issue:27957|issue:29127", "issue:44743|issue:44811", "issue:27957|issue:33290", "issue:43452|issue:45588", + "issue:44062|issue:45907", "issue:33290|issue:34689", "issue:43646|issue:44077", - "issue:44062|issue:45907", "issue:33290|issue:35141", "issue:33290|issue:34567", "issue:43381|issue:43873", - "issue:44442|issue:44898", - "issue:45003|issue:45440", - "issue:43723|issue:45479", - "issue:42490|issue:44743", - "issue:43316|issue:43525", - "issue:42175|issue:46234", - "issue:43761|issue:44079", - "issue:34689|issue:43611", - "issue:43720|issue:44442", - "issue:43232|issue:43388" + "issue:44442|issue:44898" ], - "prepared_review_unit_hash": "b7dc97bc84613baaa93d333ab1c047a64238f5f160a7fd6dd324332504c05086", + "prepared_review_unit_hash": "6d5cd8a629cfc619feb95e71baf79b46d66985f833b6a60af13fc22b411d3e44", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36205, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35722, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they span unrelated bugs across model loading, generation, audio/image processors, training, and config APIs. No duplicate cluster emerges, so there is no strong canonical issue or PR.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items cover unrelated failures in different models, subsystems, and error paths.", + "summary": "This cluster is heterogeneous: the soft pairs share only broad Transformer themes or model-family names, not the same concrete bug/change. I reject all soft edges and do not see a clear canonical duplicate target here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for this cluster; at best, a few are loosely theme-adjacent, but none anchor the rest as the same underlying bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Different models and failures: FP8 config handling vs Qwen3-VL weight-shape mismatch." + "reason": "Different problems: Qwen2.5-VL import/export symbol error vs a generic dependency issue." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Both are regressions, but one is CLIP hidden_states output and the other is CPU offload rotary embedding compatibility." + "reason": "Unrelated symptoms and code paths: SigLIP2 bad outputs vs SAM3 LiteText memory overflow." }, { "left": "issue:43526", - "right": "issue:44857", + "right": "issue:45834", "accept": false, - "reason": "Different code paths: Beit label reduction vs LwDetr AMP/CUDA loss crash." + "reason": "Beit image label reduction bug is unrelated to Kosmos2.5 long OCR index errors." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Same broad family, but distinct bugs: missing pad_token_id vs sliding_window behavior." + "reason": "Different components and failure modes: BeitImageProcessorFast labels vs LayoutLMv2 tokenizer crash." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Both touch rope-related code, but one is JSON list validation and the other is kernel registration." + "reason": "LayoutLMv3 error messaging and embedding reinit after resize are different bugs." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Unrelated problems: flash-attention generation failure vs category-count limit error." + "reason": "Qwen3.5 num_labels propagation has no overlap with Whisper empty-transcription generation failure." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Audio-related, but different APIs and bugs: chat template sampling rate vs unsupported center argument." + "reason": "Different model loading/tokenizer bug vs dtype mismatch in inference." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Different symptoms and models: compiled-forward chunked generation vs Gemma3 sliding-window NaNs." + "reason": "Qwen2 tensor-parallel OOM and checkpoint resume key mismatch are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Flash-attention support vs LayoutLMv3 error-message clarity; not the same bug." + "reason": "Local path import warning is unrelated to gradient checkpointing in eval mode." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Unrelated generation-cache bug vs Whisper batch_decode option handling." + "reason": "Different Qwen variants and failures: FineGrainedFP8Config vs weight-shape mismatch." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Different subsystems entirely: attention backend support vs optimizer OOM." + "reason": "Both mention OOM, but one is TP loading and the other is int4 quantization memory growth." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to a flash_attention s_aux=None crash." + "reason": "CLIP hidden_states regression and Qwen rotary/offload incompatibility are different code paths." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "OOM in deepspeed/Adafactor is not the same as a model-loading regression." + "reason": "Beit label handling and LwDETR AMP crash are unrelated." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Both involve initialization, but they are different concrete issues and fixes." + "reason": "Qwen3-VL pad_token_id load error is unrelated to Qwen3-MoE sliding-window behavior." }, { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "Token construction bug vs repository file-listing revision forwarding; unrelated." + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation list handling and missing decorator on kernel registration are different bugs." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Training OOM vs embedding reinitialization after resize; different failure modes." + "reason": "Flash-attention generation failure is unrelated to the 2^24 category limit error." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Optimizer OOM and token-count tracking are unrelated." + "reason": "Compiled chunked generation inconsistency and Gemma3 sliding-window NaNs are distinct issues." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Gradient checkpointing in eval mode vs quantization offloading; different code paths." + "reason": "Audio chat-template sample-rate defaulting and LASR feature extractor center-arg crash are unrelated." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer loading failure vs image classification interpolation failure." + "reason": "XLM-R flash-attention support and LayoutLMv3 error clarity are not the same bug." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Unsafe sys.modules access and DeepseekV3 divergence are unrelated." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token skipping affect different subsystems." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer loading regression vs zero-loss classification bug." + "reason": "Flash Attention 2 support issue and Adafactor/deepspeed OOM are unrelated." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Local-path import warning is unrelated to recurrent-state reset with cache." + "reason": "Tokenizer/model loading with gguf_file is unrelated to flash_attention crash on s_aux=None." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Both are config/API discrepancies, but they concern different model families and attributes." + "reason": "AddedToken duplicate keyword error and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Missing TensorFlow in torch extra is a packaging issue, not the same as a missing import_utils symbol." + "reason": "Deepspeed Adafactor OOM and Llama 3.2 Vision loading regression are different failures." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Hidden-states regression and ModelOutput key assignment are different bugs." + "reason": "Both touch initialization, but 43646 is a broad v5 custom-init regression while 44077 is a specific model post_init policy issue." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Model-loading regression for a specific model vs base_model_prefix loading behavior are not the same issue." + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to AutoTokenizer failing on a tokenizer class." + "reason": "Memory OOM and TrainerState token counter not updating are different issues." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction does not match quantization offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric gathering label truncation are unrelated." + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are unrelated." } ] }, @@ -9706,30 +9672,26 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:16998", - "issue:22355", - "issue:25251", - "issue:27957", - "issue:28282", - "issue:32090", - "issue:42617", + "issue:34689", + "issue:42175", + "issue:42490", "issue:42907", + "issue:43232", "issue:43295", "issue:43316", + "issue:43388", "issue:43493", - "issue:43550", - "issue:43575", - "issue:43606", + "issue:43525", + "issue:43611", "issue:43643", "issue:43650", - "issue:43701", - "issue:43716", - "issue:43742", + "issue:43720", + "issue:43723", "issue:43749", "issue:43761", "issue:43825", @@ -9737,37 +9699,49 @@ "issue:43873", "issue:43931", "issue:44077", + "issue:44079", "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44479", "issue:44496", + "issue:44743", "issue:44855", "issue:44871", - "issue:44877", "issue:44913", "issue:44987", + "issue:45003", "issue:45137", "issue:45216", "issue:45290", - "issue:45632", + "issue:45440", + "issue:45479", "issue:45698", "issue:45759", "issue:45803", "issue:46178", "issue:46202", - "issue:46421", - "issue:46424" + "issue:46234", + "issue:46421" ], "soft_pairs": [ - "issue:44077|issue:44479", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43761|issue:44079", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388", "issue:43931|issue:45216", "issue:43761|issue:44188", - "issue:44987|issue:46178", "issue:43493|issue:43827", - "issue:43873|issue:44871", + "issue:44077|issue:44479", + "issue:44987|issue:46178", "issue:44442|issue:45803", + "issue:43873|issue:44871", "issue:42907|issue:45698", "issue:44464|issue:46421", "issue:43749|issue:43931", @@ -9777,215 +9751,192 @@ "issue:44190|issue:44496", "issue:43643|issue:44913", "issue:43650|issue:46202", - "issue:43295|issue:43825", - "issue:25251|issue:28282", - "issue:43550|issue:43701", - "issue:43606|issue:43701", - "issue:42617|issue:43575", - "issue:45632|issue:46424", - "issue:43575|issue:43742", - "issue:27957|issue:32090", - "issue:16998|issue:22355", - "issue:43316|issue:43716", - "issue:43295|issue:44871", - "issue:43316|issue:44877" + "issue:43295|issue:43825" ], - "prepared_review_unit_hash": "74d70ef2cdb00141dcdaaca2cfbb035102de9e28124340106bcd828fd8018d1d", + "prepared_review_unit_hash": "63f5ccf22014b3df8c3d074a87bec9df66ecd983d1bf3526d4e7e76ebbd7fd78", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35938, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The strongest standalone issue is the FSDP CPU RAM efficient loading bug, but there is no clear duplicate core spanning the set.", - "confidence": 0.23, - "canonical_issue_reason": "issue:43749 has the strongest triage signal in the set: highest discussion activity, multiple inbound references, and a concrete, actionable loading bug.", + "summary": "The cluster is a set of mostly unrelated transformer issues with only superficial overlap around loading, configs, generation, or serialization. None of the proposed soft edges look like the same underlying bug/change, so all are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "If a single issue must represent the cluster, issue #45698 is the best fit because it is the most broadly discussed/open item with inbound references, but it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most representative and impactful issue here, with the clearest bug report and the most follow-up activity.", + "best_issue_reason": "Issue #45698 is the strongest representative by activity and breadth (from_pretrained/save_pretrained custom-module loading), though the cluster itself is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "Different models and failure modes: optional post_init validation vs a video-input regression in Qwen VL models." - }, - { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Both are Qwen-related, but one is a weight-shape load mismatch and the other is a save_pretrained regression; not the same bug." + "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs a DeepSeekV3MoE implementation divergence." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "CLIP hidden_states bug and attention-kernel divergence under torch.compile are separate code paths and symptoms." + "reason": "One is tokenizer loading in v5; the other is a sequence-classification loss bug with num_labels=1." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Loading failure for a specific model and an unknown backend mapping error are unrelated loader issues." + "reason": "Import warning for local paths ending in slash is unrelated to Qwen3.5 recurrent-state reset in cached generation." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "SigLIP2 implementation drift and v5 pipeline documentation references are different problems." + "reason": "Both mention config APIs, but they are different missing-field problems on different models and code paths." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated." + "reason": "Packaging/backend installation issue vs a missing import_utils helper symbol; not the same bug." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer loading failure and a bare-except error-handling bug in Fuyu are distinct issues." + "reason": "Hidden_states being None in CLIPVisionModel is a different runtime issue than ModelOutput key assignment." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." + "reason": "Both are loading regressions, but they affect different versions, models, and failure modes." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both mention chunked generation/prefill, but one is output inconsistency with compiled forward and the other is cache lazy init causing recompilation." + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on a FastSpeech2Conformer tokenizer." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "One is FSDP CPU RAM efficient loading, the other is a specific Qwen3-VL shape mismatch while loading." + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping labels in the last batch." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Both are config-related, but Gemma3TextConfig API inconsistency and Qwen multimodal text_config unwrapping are different bugs." + "reason": "Qwen3-VL shape-mismatch loading and Qwen3.5 save_pretrained checkpoint corruption are different concrete problems." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Video input regression for Qwen VL models is unrelated to chat template crashes on tool-call assistant messages." + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are unrelated." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Python 3.13 torch.jit parsing import error and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to stale docs referencing removed pipeline() APIs." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Dataset loading in a training script and unrecognized-model config loading are different problems." + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are different model-specific issues." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct not persisting are both config-related but not the same underlying bug." + "reason": "A model-loading failure in transformers>=5.1.0 is not the same as a missing BACKENDS_MAPPING entry for tensorflow_text." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "No meaningful overlap: an ADD THE DATA issue versus a Gemma pipeline roundtrip failure." + "reason": "Tokenizer loading failure and a bare except in Fuyu tensor conversion are separate code paths and symptoms." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and an incorrect v5 translation-support error message are separate issues." + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Top-k output shape change in pipeline is unrelated to missing PyTorch import errors." + "reason": "Saving dequantized Ministral/Devstral models is different from loading the wrong custom module after save_pretrained." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "torch.compile + SDPA failure and resume_from_checkpoint key mismatch are unrelated." + "reason": "Inconsistent outputs with compiled forward are not the same as cache lazy initialization causing recompilation." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING failure is a different loading path than Qwen3-VL weight-shape mismatch." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Different failures in distributed execution: one is a 3d_parallel.py run problem, the other is TP loading OOM." + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both mention cache behavior, but one is trust_remote_code cache path collision and the other is max_cache_length being ignored except for quantized cache." + "reason": "Video-input regression for Qwen VL models is unrelated to apply_chat_template crashing on assistant tool-call messages." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "TP OOM on a large Qwen model and a key error loading MobileLLM-125M are unrelated loading issues." + "reason": "Python 3.13 torch.jit parsing/indentation failure is unrelated to DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Flash Attention 2 support and Trainer _gpu_broadcast_one NoneType handling are unrelated." + "reason": "Local dataset loading in a training script is unrelated to unrecognized model config/model_type loading." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Model max length question for DeBERTa and missing transformers.onnx module are unrelated." + "reason": "trust_remote_code missing fields and rotary_pct not persisting on reload are different config serialization bugs." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are separate issues." + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failure on \u2581." }, { "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." - }, - { - "left": "issue:43316", - "right": "issue:44877", + "right": "issue:43825", "accept": false, - "reason": "Different config issues: Gemma3TextConfig API discrepancy versus strict config rejecting granite_speech." + "reason": "Processor/tokenizer access regression is unrelated to the pipeline() error-message bug in v5." } ] }, @@ -10004,293 +9955,279 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", "issue:41950", + "issue:42617", "issue:43065", + "issue:43295", + "issue:43316", "issue:43388", "issue:43404", "issue:43441", "issue:43452", "issue:43475", - "issue:43504", - "issue:43525", - "issue:43531", "issue:43540", - "issue:43572", + "issue:43550", + "issue:43575", + "issue:43606", "issue:43646", - "issue:43673", "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", "issue:43761", "issue:44077", "issue:44162", - "issue:44242", "issue:44479", "issue:44496", "issue:44514", "issue:44534", "issue:44610", "issue:44617", - "issue:44734", - "issue:44743", "issue:44792", "issue:44871", + "issue:44877", "issue:44913", - "issue:44977", "issue:45127", "issue:45200", - "issue:45381", - "issue:45406", - "issue:45542", - "issue:45563", "issue:45584", - "issue:45600", - "issue:45698", + "issue:45632", "issue:45803", "issue:46050", "issue:46170", - "issue:46178", - "issue:46234", "issue:46365", "issue:46369", - "issue:46421" + "issue:46424" ], "soft_pairs": [ - "issue:43540|issue:44514", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:45632|issue:46424", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:16998|issue:22355", + "issue:27957|issue:32090", + "issue:43316|issue:43716", "issue:44610|issue:46369", + "issue:43295|issue:44871", + "issue:43316|issue:44877", + "issue:43540|issue:44514", "issue:43065|issue:44617", - "issue:44871|issue:45584", "issue:43404|issue:43441", + "issue:44871|issue:45584", + "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:44077|issue:44534", - "issue:45803|issue:46365", - "issue:45803|issue:46170", "issue:41950|issue:43475", + "issue:45803|issue:46170", "issue:44871|issue:46050", "issue:43452|issue:44496", - "issue:43646|issue:44913", "issue:43761|issue:44479", + "issue:43646|issue:44913", "issue:43388|issue:43688", - "issue:45127|issue:45200", - "issue:43572|issue:46178", - "issue:43673|issue:44743", - "issue:44617|issue:45584", - "issue:43504|issue:45698", - "issue:45542|issue:46234", - "issue:44734|issue:45406", - "issue:43673|issue:46421", - "issue:43525|issue:43531", - "issue:44792|issue:44977", - "issue:45381|issue:46369", - "issue:45563|issue:45584", - "issue:44792|issue:45600", - "issue:43761|issue:44242" + "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "3d671a1d2d8dccccc3ab4fee616a6dca475acb3ccaff96f3b0880822e4c8ca9e", + "prepared_review_unit_hash": "1a36f7ad43b7ebc5673bdd3d8f722798d35b2033591f0f97eaf8de453c8f2163", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36470, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "soft_pair_count": 27, + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bug reports across different models and code paths. None of the soft-paired issues look like true duplicates, so I would keep all pairs separate.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45698 is the best representative issue in this set: it is open, high-activity, and describes a broad save/load custom-module failure that is more likely to subsume related reports than the narrow model-specific bugs.", + "summary": "This cluster is a loose collection of unrelated Transformers issues across different models, configs, and runtime paths. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the strongest triage value overall because it is still open, has the most discussion/inbound attention, and targets a concrete, reusable loading path problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Different models and different failure modes: Qwen3OmniMoe video-input processing vs Qwen2.5-VL batched chat-template padding." - }, - { - "left": "issue:44610", - "right": "issue:46369", - "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to Sam3LiteText memory overflow." - }, - { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue and Sam3Video OOM are distinct problems." + "reason": "Different problems: torch.compile/SDPA failure vs checkpoint key mismatch." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Gemma eos-token config inconsistency is unrelated to Whisper empty-transcription generation failure." + "reason": "Unrelated issues: pipeline top_k output shape vs missing PyTorch import." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Weight tying bug in Mistral3 is not the same as Ministral-3 FlashAttention failure." + "reason": "CPU offload device mismatch is a different code path from resume key mismatch." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure affect different subsystems." + "reason": "Both are cache-related, but one is a path collision and the other is a cache-length config limitation." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "PatchTSMixer post-init allowance is unrelated to non-persistent buffer initialization junk in v5." + "reason": "Different failures: running 3d_parallel.py vs tensor-parallel OOM on Qwen2-57B." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Bare-except tensor conversion bug is unrelated to the Trainer import dependency issue." + "reason": "OOM on a large Qwen model is not the same as a key error loading MobileLLM-125M." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Different code paths: Fuyu tensor conversion vs Windows/ROCm torch.distributed import dependency." + "reason": "Model_max_length question and missing transformers.onnx import are unrelated." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Video-classification processor lookup bug is not the same as Sam3Video missing fpn_position_embeddings." + "reason": "Flash Attention support issue vs Trainer broadcast TypeError." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "EOS token config mismatch is unrelated to quantized model save/load corruption." + "reason": "Config API discrepancy is separate from image-preprocessor/model dtype mismatch." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "GGUF loading breakage is a different issue from an unrecognized model_type in config.json." + "reason": "Different multimodal models and different symptoms: wrong image size vs memory overflow." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "General custom-model initialization regression is not the same as GPTNeoX rotary_pct persistence on reload." + "reason": "Processor/tokenizer regression is distinct from eos_token_id configuration inconsistency." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "CLIP hidden_states regression and Qwen video-input regression are different model families and symptoms." + "reason": "Gemma3TextConfig API mismatch is unrelated to granite_speech config loading strictness." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Metric label dropping in gather_for_metrics is unrelated to auxiliary-loss normalization." + "reason": "Both involve video/multimodal input handling, but they are different bugs in different processors." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "LoRA merge with extended vocab is a different bug from Gemma 4 mm_token_type_ids defaults." + "reason": "Dummy Conv2d placeholder and CUDA OOM in Sam3Video are not the same issue." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "StableLm pad_token_idx regression and tensorflow_text backend mapping are unrelated." + "reason": "Weight tying bug in Mistral3 is unrelated to FlashAttention failure in Ministral-3." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked prefill while the other resets recurrent states in qwen3_5; not the same bug." + "reason": "Eos token config mismatch and Whisper empty-transcription failure are different bugs." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty-transcription handling." + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failing with datasets installed." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "BEiT legacy-field loading failure is not the same as wrong custom-module selection after save_pretrained/from_pretrained." + "reason": "ESM2 breakage and janus test failure are different models and failure modes." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection issue is unrelated to a missing import_utils symbol." + "reason": "Optional post_init policy and non-persistent buffer initialization are separate v5 issues." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Serve KV-cache continuation indexing bug and Gemma4Processor missing _tokenizer are distinct failures." + "reason": "Video-classification processor lookup and missing fpn_position_embeddings are different SAM3 bugs." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "They are both chunked-prefill/cache-related, but one is missing cache initialization and the other is spurious recompilation from lazy init; different underlying bugs." + "reason": "Swallowed exceptions in tensor conversion are unrelated to Windows/ROCm torch.distributed import issues." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Eos token config inconsistency and sinq save/load quantization breakage are unrelated." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Janus image-generation test failure is not the same as Qwen3.5 FlashAttention generation breakage." + "reason": "gguf_file handling is a different issue from unrecognized model config loading." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3LiteText memory overflow are different issues." + "reason": "Hidden-states regression in CLIPVisionModel is not the same as the Qwen video-input regression." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "A stale warning in paged generate is unrelated to Whisper failing on empty transcription." + "reason": "Custom model initialization breakage and rotary_pct reload regression affect different code paths." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Janus generation failure and stale Sam3LiteText auto_mappings references are unrelated." + "reason": "Last-batch label truncation in gather_for_metrics is distinct from auxiliary-loss normalization." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "CLIP hidden_states regression is different from missing load-balancing loss when output_router_logits=False." + "reason": "LoRA vocab merge collapse is unrelated to Gemma 4 mm_token_type_ids defaults." } ] }, @@ -10309,32 +10246,30 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:25251", - "issue:27957", "issue:35141", "issue:41720", "issue:42490", "issue:43065", - "issue:43116", - "issue:43295", - "issue:43335", - "issue:43540", + "issue:43504", + "issue:43525", + "issue:43531", "issue:43550", + "issue:43572", "issue:43644", + "issue:43673", + "issue:43761", "issue:43827", "issue:43931", "issue:43976", "issue:43994", "issue:44060", - "issue:44077", - "issue:44112", "issue:44190", - "issue:44462", + "issue:44242", "issue:44464", "issue:44479", "issue:44521", @@ -10342,246 +10277,261 @@ "issue:44610", "issue:44617", "issue:44734", - "issue:44737", + "issue:44743", + "issue:44792", "issue:44855", - "issue:44877", "issue:44913", "issue:44933", "issue:44964", - "issue:45127", + "issue:44977", "issue:45245", - "issue:45276", - "issue:45357", "issue:45362", "issue:45381", + "issue:45406", + "issue:45542", "issue:45563", + "issue:45584", "issue:45588", "issue:45600", - "issue:45632", - "issue:45803", - "issue:45907", + "issue:45698", + "issue:46178", "issue:46234", - "issue:46369" + "issue:46369", + "issue:46421" ], "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:44792|issue:45600", "issue:43931|issue:44060", "issue:44190|issue:44964", "issue:44534|issue:44913", "issue:35141|issue:42490", - "issue:43827|issue:43994", "issue:44479|issue:44734", - "issue:44855|issue:45588", + "issue:43827|issue:43994", "issue:41720|issue:45245", - "issue:44617|issue:46369", + "issue:44855|issue:45588", "issue:43065|issue:44610", + "issue:44617|issue:46369", "issue:44464|issue:45563", - "issue:44521|issue:45381", "issue:44933|issue:45362", - "issue:43644|issue:44913", + "issue:44521|issue:45381", "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:44077|issue:44877", - "issue:25251|issue:27957", - "issue:44462|issue:45907", - "issue:43540|issue:44734", - "issue:45127|issue:45357", - "issue:44112|issue:45600", - "issue:45632|issue:46234", - "issue:43335|issue:44190", - "issue:44737|issue:45803", - "issue:43116|issue:44190", - "issue:43295|issue:45276" + "issue:43644|issue:44913", + "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "894431f37b08ec58a7521abab5c127eeb8eb2a672179f3ffcfff3d788fd0e212", + "prepared_review_unit_hash": "7be6054d7ccf8b4d10b7d5bb2c2dbde5ecb826523689c08f7754ff1c45acd906", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35817, - "estimated_input_tokens": 8955, - "estimated_eval_tokens": 18166 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to be a true duplicate; the issues span different models, APIs, regressions, and failure modes, so there is no coherent canonical cluster representative.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous. A few issues cluster around Transformers v5 cache/chunked-prefill or model-loading regressions, but the soft pairs do not describe the same underlying bug or change path.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43673 is the clearest representative of the cache/chunked-prefill regression subtheme and is more central than the other scattered model- or docs-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43673 is the best single issue to stand in for the cluster because it captures the most coherent shared theme here: v5 cache behavior breaking generation/prefill paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Different Qwen model families and different symptoms: weight-shape mismatch vs a tied-weights warning." + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill while the other is recurrent state reset in modular_qwen3_5; different code paths and fixes." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Both are loading-related, but one is about a local dataset script and the other about loading a specific multimodal model." + "reason": "Unrelated failures: StableLmConfig pad_token_idx regression versus an import_utils backend mapping error for tensorflow_text." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "One is a framework-wide non-persistent buffer regression; the other is a GPTNeoX config reload bug." + "reason": "Both are loading-related, but one is a legacy field in Beit preset loading and the other is incorrect custom-module resolution after save_pretrained; not the same bug." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Completely different problems: embedding reinitialization vs a path-with-slash loading warning." + "reason": "Completely different models and failures: Sam3Video OOM versus Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Docs referencing removed pipeline APIs is unrelated to a model producing bad outputs with AutoModel/pipeline." + "reason": "Different subsystems: backend availability/import handling versus a missing is_falcon_mamba_ssm_available helper." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different code paths and failures: video-input regression in Qwen VL models vs KV-cache indexing in serve." + "reason": "KV-cache continuation indexing crash in transformers serve is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Python 3.13 import/indentation parsing issue is unrelated to a flash-attention crash on sink-less models." + "reason": "Both touch chunked prefill/cache, but one is missing cache in v5.0 while the other is lazy cache init causing recompilation; related area, not the same concrete bug." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Different failures entirely: Qwen3 device-mapping CUDA assert vs an unrelated category-count runtime limit." + "reason": "Different model/config regressions: missing pad_token_id on Llama4Config versus sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:44617", + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different model-specific problems." + }, + { + "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Both mention Sam3 memory use, but one is CUDA OOM in Sam3Video and the other is an overflow in Sam3-LiteText; not the same bug." + "reason": "Video vision_position_ids regression in Qwen2.5-VL is unrelated to Sam3-LiteText memory overflow." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Stale warning on num_return_sequences is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Compiled-forward inconsistency and a stale warning about num_return_sequences are different issues." + "reason": "CLIPVisionModel hidden_states regression and Mixture-of-Experts load-balancing loss omission are different bugs." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both are multimodal Qwen issues, but assistant-mask generation and vision_position_ids are distinct code paths." + "reason": "A janus generate-image test failure is not the same issue as Sam3LiteText config removal breaking CI." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." + "reason": "Different Qwen model bugs: shape mismatch on load versus incorrect tied-weights warning involving dt_bias." }, { - "left": "issue:43644", + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "General buffer initialization regression does not match a config field silently resetting on reload." + "reason": "A broad v5 buffer initialization regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Different Python-version compatibility failures with unrelated root causes." + "reason": "Embedding reinitialization after resize is unrelated to path-trailing-slash import warnings." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "A torch.compile/SDPA model bug is unrelated to a dataset-loading script problem." + "reason": "Video-input regression across Qwen VL models is unrelated to transformers serve KV-cache continuation indexing." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Both involve config handling, but one is about forbidding optional post_init and the other about loading a granite_speech config." + "reason": "Documentation still referencing pipeline() is not the same as a SigLIP2 model producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Auto device mapping on Qwen3 causing cudaErrorAssert is unrelated to the category cardinality RuntimeError." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer resolution ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + "reason": "Python 3.13 decorator parsing/IndentationError is unrelated to flash_attention crashing on s_aux=None." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in serve." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo processor/model image-size mismatch." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "LoRA/vocab merge collapse and incorrect visual encoder keys are different Qwen issues with different failure modes." + "reason": "Both are about Sam3-family memory issues, but video OOM and sam3-litetext overflow are different failure modes and likely different fixes." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Both mention CI, but they point to different stale references in different components." + "reason": "Compiled-forward inconsistency in chunked generation is unrelated to a stale generate() warning for num_return_sequences." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Cache-path collisions for local models are unrelated to a missing import_utils symbol." + "reason": "A missing image_utils import is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "SwitchTransformers config layer construction bug is unrelated to loading a local dataset in an example script." + "reason": "All-zero assistant masks in multimodal chat templates and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "CPU device placement bug in XLNet is unrelated to a bare-except error swallowing interrupts." + "reason": "Python version support regression is unrelated to the DebertaV2Model import parse error." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Empty multi-label classification results and local-dataset loading failure are different example-script issues." + "reason": "Non-persistent buffer junk filling is a broader v5 regression, but not the same as GPTNeoXConfig rotary_pct resetting on reload." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "A regression around processor.tokenizer/images is unrelated to Gemma4 resize_token_embeddings not updating embeddings." + "reason": "A torch.compile/SDPA model bug is unrelated to a dataset-loading example failure." } ] }, @@ -10600,62 +10550,73 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ + "issue:25251", "issue:27957", - "issue:35141", "issue:36246", "issue:38617", "issue:41628", "issue:41950", "issue:42175", - "issue:42907", + "issue:43116", "issue:43295", + "issue:43335", "issue:43404", - "issue:43441", - "issue:43479", - "issue:43531", - "issue:43643", + "issue:43540", "issue:43650", "issue:43673", - "issue:43854", - "issue:43976", "issue:44016", + "issue:44077", "issue:44112", "issue:44186", + "issue:44190", "issue:44220", "issue:44246", "issue:44279", - "issue:44496", + "issue:44462", "issue:44683", "issue:44734", + "issue:44737", + "issue:44877", "issue:44938", "issue:44964", - "issue:44987", "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", - "issue:45335", - "issue:45375", + "issue:45357", "issue:45446", "issue:45542", "issue:45584", "issue:45600", "issue:45632", + "issue:45803", + "issue:45907", "issue:46082", "issue:46121", - "issue:46123", - "issue:46369", + "issue:46234", "issue:46421", "issue:46424" ], "soft_pairs": [ - "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:25251|issue:27957", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:43116|issue:44190", "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45276|issue:45584", "issue:36246|issue:41628", "issue:45632|issue:46421", "issue:46082|issue:46121", @@ -10669,209 +10630,198 @@ "issue:44186|issue:44734", "issue:44683|issue:45446", "issue:43673|issue:46424", - "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:44016|issue:44220", - "issue:43854|issue:44964", - "issue:44112|issue:44964", - "issue:27957|issue:35141", - "issue:46123|issue:46369", - "issue:43479|issue:45375", - "issue:43531|issue:45600", - "issue:43976|issue:44987", - "issue:42907|issue:43441", - "issue:43295|issue:45335" + "issue:44964|issue:45600" ], - "prepared_review_unit_hash": "b066d0e02bfa8905188866ab4bde679f65682bd46b2a8bc1c526f057d85e1388", + "prepared_review_unit_hash": "5ff07bc021eba1a6b7c3847599fe6707412cd162fc858569ec689215adbac4f8", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35167, - "estimated_input_tokens": 8792, - "estimated_eval_tokens": 17840 + "serialized_chars": 35217, + "estimated_input_tokens": 8805, + "estimated_eval_tokens": 17866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs only share a broad subsystem (imports, configs, cache, model loading) but describe different concrete failures. No soft edge looks like the same underlying bug/change, so all are rejected.", + "summary": "The cluster is highly heterogeneous: it spans unrelated bugs in imports, pipelines, tokenizers, configs, cache/generation, and model-specific regressions. None of the soft pairs look like the same underlying defect, so there is no clear duplicate canonical within this set.", "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the items span distinct bugs, models, and code paths; the soft similarities are too broad to indicate duplication.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a human needs one representative issue to inspect, issue:44964 is one of the clearest standalone reports, but it is not a duplicate hub for the rest of the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both mention repo/file listing, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision; different APIs and failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are video/cache related only at a very broad level; Qwen3OmniMoe video input processing and transformers serve KV-cache indexing are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Different models and failure modes: token embedding resize/output tying vs Whisper empty-transcription generation." + "reason": "One is about patchtsmixer post_init semantics, the other about strict config blocking granite_speech loading; unrelated config validation issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Top_k pipeline output nesting and XLMRoberta Flash Attention 2 are unrelated behavior/model support issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen models and save/tie-weight behavior, but one is LoRA merge collapse after vocab extension and the other is wrong visual encoder keys in save_pretrained; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different places: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both concern import/mapping utilities, but one is trust_remote_code cache path collision and the other is a missing availability helper in import_utils." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and loading a local dataset in an image-classification script are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement in relative positional encoding is unrelated to Fuyu's bare except swallowing errors." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification returning empty results and local dataset loading failure affect different example scripts and bugs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both involve environment/dependency behavior, but one is a Python-load failure and the other is a TensorFlow backend packaging issue." + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are separate dependency/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression with images and gemma4 resize_token_embeddings not updating embeddings are different model API regressions." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Whisper empty-transcription generation failure are unrelated model-specific bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules; not the same missing export path." + "reason": "Both are import errors, but for different symbols and subsystems: Qwen2.5 VLImageProcessor vs AutoImageProcessor." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "Different cache problems: local trust_remote_code cache-path collision vs chunked-prefill cache initialization/recompilation." + "reason": "Cache-path collision for local trust_remote_code models and chunked-prefill cache lazy initialization are different caching bugs." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Unrelated config-validation bugs: Llama head_dim rejection vs rope-parameter list type error." + "reason": "LlamaConfig head_dim validation and JSON-loaded list handling in rope parameter conversion are separate validation issues." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No substantive overlap; one is a low-quality issue title, the other is a concrete fbank feature extraction bug." + "reason": "A vague data request and a torch_extract_fbank_features implementation bug have no meaningful overlap." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Completely different failures: category cardinality limit vs Whisper generation after special-token alignment." + "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime failures." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both are weight/save-related, but they affect different models and different code paths (tied lm_head vs save_pretrained regression)." + "reason": "Mistral3 lm_head tying and Qwen3.5 incorrect checkpoint saving are different save/tie-weight regressions." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Generic dependency complaints, but not the same packaging or backend issue." + "reason": "One is about TensorFlow missing from a torch-only install, the other is a generic dependency issue; too broad and not the same defect." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing names from different modules; same symptom class, not the same bug." + "reason": "Both are ImportErrors, but they target different missing exports in different modules and are not the same code-path problem." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline routing bug versus a notebook syntax error; unrelated." + "reason": "Video-classification pipeline using image processors and a notebook syntax error are unrelated." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance complaint vs unsafe sys.modules access; different code paths and symptoms." + "reason": "Import-time slowness and unsafe sys.modules access are separate import-path concerns with different symptoms and fixes." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash versus server KV-cache continuation crash; unrelated failures." + "reason": "LayoutLMv2Tokenizer NER/padding crash and serve KV-cache continuation indexing are unrelated bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a compiled-kernel failure on newer torch and the other is a version-check/import guard bug." + "reason": "Compiled flex_attention failing on torch>=2.9 and an incorrect PyTorch version check for AuxRequest import are different flex_attention issues." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Different cache semantics: missing GenerationMixin cache in chunked prefill vs max_cache_length only honored for quantized cache." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code is different from an unrecognized model due to missing model_type." + "reason": "Chunked-prefill cache missing in v5.0.0 and max_cache_length only honored for Quantized Cache are distinct cache configuration problems." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both touch model loading, but one is a specific multimodal model load failure and the other is stale auto_mappings references breaking CI." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error is unrelated to audio feature extraction." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Different model-load failures for different model families; no shared concrete bug." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "CI test flake in GraniteSpeech is not the same as loading Phi-4-multimodal-instruct." - }, - { - "left": "issue:27957", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to token-embedding reinitialization after resize." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "Pipeline batch-finalization bug versus model memory overflow; different issues." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Different config classes and different bugs: default config initialization vs silently dropped field in strict parsing." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Sam3LiteText auto-mapping breakage." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "A Python-version compatibility report and a model-loading failure are not the same bug." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Saving dequantized Ministral models is different from FlashAttention inference failure in Ministral-3." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Both mention regression and tokenizer/embeddings, but they affect different APIs and models with different symptoms." + "reason": "Phi-4 multimodal loading regression and removed Sam3LiteText references in auto_mappings are unrelated model-loading/CI breakages." } ] }, @@ -10890,286 +10840,292 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ + "issue:27957", "issue:28282", "issue:35141", - "issue:38175", - "issue:41950", + "issue:42907", "issue:43295", "issue:43299", "issue:43381", "issue:43441", + "issue:43479", "issue:43526", + "issue:43531", "issue:43577", + "issue:43643", "issue:43650", "issue:43673", "issue:43824", + "issue:43854", "issue:43901", "issue:43976", "issue:44016", "issue:44062", "issue:44075", - "issue:44242", + "issue:44112", + "issue:44220", "issue:44279", "issue:44336", - "issue:44351", "issue:44368", "issue:44496", - "issue:44617", - "issue:44779", "issue:44792", "issue:44933", - "issue:45020", + "issue:44964", + "issue:44987", "issue:45042", - "issue:45103", - "issue:45200", "issue:45216", - "issue:45278", "issue:45335", - "issue:45357", "issue:45372", - "issue:45405", + "issue:45375", "issue:45584", "issue:45588", "issue:45593", + "issue:45600", "issue:45759", - "issue:45812", - "issue:46082", + "issue:46123", "issue:46209", "issue:46234", - "issue:46399", + "issue:46369", "issue:46424" ], "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44016|issue:44220", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46123|issue:46369", + "issue:43479|issue:45375", + "issue:42907|issue:43441", + "issue:43976|issue:44987", + "issue:43531|issue:45600", "issue:43526|issue:43901", + "issue:43295|issue:45335", "issue:28282|issue:35141", "issue:44496|issue:45042", - "issue:43441|issue:45588", "issue:44016|issue:44062", + "issue:43441|issue:45588", "issue:45372|issue:46234", - "issue:44792|issue:46424", "issue:43673|issue:44336", + "issue:44792|issue:46424", "issue:43299|issue:45216", - "issue:43381|issue:45593", - "issue:43824|issue:44933", "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:43381|issue:45593", "issue:43901|issue:44496", "issue:45335|issue:45584", "issue:44496|issue:45759", "issue:44075|issue:44368", - "issue:43650|issue:46209", "issue:43577|issue:45216", - "issue:45103|issue:45372", - "issue:46082|issue:46399", - "issue:44242|issue:45200", - "issue:38175|issue:44617", - "issue:44279|issue:45405", - "issue:43295|issue:44779", - "issue:41950|issue:45020", - "issue:44779|issue:45812", - "issue:43299|issue:45357", - "issue:44351|issue:45278" + "issue:43650|issue:46209" ], - "prepared_review_unit_hash": "4e729eac60fec3546728467624b730d31b9572ef0642b0a53aff83e9994ee948", + "prepared_review_unit_hash": "ff425e196eb2880b72f2f75ea88a47cf8556a19403500b5d35a8deb283b1afb3", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36188, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35856, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers issues that only share superficial keywords like import errors, regressions, or model-loading failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No true duplicate center is evident; if one issue must anchor the cluster, issue 45020 is the broadest umbrella regression report, but it is still not a duplicate of most others.", + "summary": "This cluster is mostly a set of unrelated Transformers issue reports that only share broad model-loading/configuration themes. None of the proposed soft pairs look like true duplicates or mergeable PR-equivalents, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44964 is a clean, representative model-loading regression report with a specific failing checkpoint and enough discussion to serve as a cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single representative because it captures the widest class of recent-version breakages and is the closest thing here to an umbrella issue.", + "best_issue_reason": "issue:44964 is the best single representative because it is concrete, self-contained, and sits near the common model-loading failure pattern seen across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; different subsystems and failure modes." + "reason": "Both are config/model-loading failures, but one is a missing-field issue with trust_remote_code while the other is an unrecognized-model/model_type problem; different bugs." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "PyTorch import error for AutoModel vs token embedding reinitialization in post_init; unrelated bugs." + "reason": "Notebook syntax error and audio feature extraction issue are unrelated code paths." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Unrecognized model/config loading failure vs PIL image processor requiring torchvision; not the same code path." + "reason": "Both are model-loading failures, but they involve different models and likely different causes; too broad to be duplicates." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Both involve flash attention, but one is a Ministral-3 model failure and the other is an s_aux=None crash in a different sink-less path." + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword argument TypeError; completely different issues." + "reason": "Flash Attention support for XLMRoberta and embedding resize reinitialization are separate bugs." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Missing ReasoningEffort import affecting Gemma 4 processor loading vs missing is_falcon_mamba_ssm_available symbol; different missing APIs." + "reason": "Pipeline partial-batch dropping results and SAM3 LiteText memory overflow are different failures." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Janus test failure vs cache max length handling for quantized cache; unrelated behavior." + "reason": "Both concern multimodal config handling, but they target different config classes and different field/default behavior." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "GenerationMixin chunked_prefill cache issue vs ANSI codes in loading_report; no overlap in bug location." + "reason": "Saving dequantized weights and FlashAttention runtime failure in Ministral-3 are distinct code paths." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Qwen3VL MoE loading regression vs incorrect save_pretrained checkpoint keys; load-path bug vs save-path bug." + "reason": "Python version compatibility and a specific model-loading regression are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Gradient checkpointing/eval-mode constraint vs D-FINE auxiliary-loss omission; different components entirely." + "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are different bugs." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing image_utils import; both import errors but for different symbols/modules." + "reason": "Label-reduction bug in an image processor and a pipeline docs mismatch are not the same underlying issue." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Python version compatibility bug vs general dependency issue; not the same underlying defect." + "reason": "Processor/tokenizer regression and T5Gemma embedding resize behavior differ in both symptom and code path." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Docs/behavior mismatch in a pipeline vs unrecognized model config loading failure; unrelated." + "reason": "Missing PyTorch import error is unrelated to embedding reinitialization after resizing." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "t5gemma resize_token_embeddings bug vs Whisper empty-transcription generation failure; different models and paths." + "reason": "Model config loading and torchvision dependency checks are separate problems." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Both are model/config loading issues, but one is an unrecognized model type and the other is missing text_config unwrapping for composite Qwen configs; not the same fix." + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "SGD optimizer args ignored vs tie_word_embeddings warning during LoRA fine-tuning; unrelated concerns." + "reason": "Both mention FlashAttention, but one is a model-specific failure and the other is an AttributeError on sink-less models; not the same bug." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Placeholder issue 'ADD THE DATA' vs FP8 inference failure on B200; no meaningful connection." + "reason": "Gemma 4 processor import failure and missing import-utils flag are different dependency/import issues." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Blip2 dtype propagation bug vs Qwen3.5 checkpoint save regression; different model families and code paths." + "reason": "Generation cache handling during chunked prefill and ANSI output formatting in loading_report are unrelated." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "auto_docstring crash with future annotations vs Gemma 4 processor import failure; unrelated problems." + "reason": "Janus image-generation test failure and cache-length semantics are different issues." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration/decorator crash; different code paths." + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are distinct failures." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "MoE load-balancing loss handling vs Gemma 4 mm_token_type_ids defaulting; distinct training/model config bugs." + "reason": "Python support regression and a generic dependency issue are not the same underlying bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video; clearly unrelated." + "reason": "Importing a missing model class and a nonexistent image_utils import are both import errors but from different modules and causes." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "General transformers dependency issue vs MIN_PEFT_VERSION bump to unreleased 0.18.2; not the same bug." + "reason": "Gradient checkpointing in eval mode and auxiliary-loss behavior in D-FINE are unrelated." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Custom processor.tokenizer regression for images vs DeepSeek tokenizer output regression; different model/tooling paths." + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to model_type/config parsing." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Video-classification pipeline selecting image processors vs remote_code model breakage; different failure classes." + "reason": "Embedding resize not propagating and Whisper empty-transcription generation failure are different bugs." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "DeepSeek tokenizer regression vs Granite tokenizer wrong token IDs; both tokenizer bugs but different models and implementations." + "reason": "Both involve model/config resolution, but one is missing model_type while the other fails to unwrap text_config in composite configs; not the same concrete bug." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Qwen3.5/3.6 load failure vs Qwen3.5 visual encoder keys saved incorrectly; related family, but load vs save regressions are not the same underlying bug." + "reason": "Unused SGD args and tie_word_embeddings warning are unrelated." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are separate issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Specific HybridCache import failure vs broad 'many import errors' report; too general to treat as the same concrete bug." + "reason": "A vague data request and FP8 inference failure on B200 are unrelated." } ] }, @@ -11188,293 +11144,286 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:33290", + "issue:38175", "issue:39692", "issue:41950", - "issue:42175", - "issue:42994", + "issue:43295", "issue:43299", - "issue:43317", "issue:43441", "issue:43450", "issue:43479", "issue:43525", "issue:43650", "issue:43653", - "issue:43723", "issue:43854", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", - "issue:44162", - "issue:44261", - "issue:44263", + "issue:44242", "issue:44279", "issue:44291", "issue:44297", - "issue:44361", + "issue:44351", "issue:44462", "issue:44466", "issue:44521", + "issue:44617", "issue:44623", - "issue:44671", "issue:44683", "issue:44749", "issue:44779", + "issue:45020", "issue:45081", + "issue:45103", + "issue:45200", "issue:45276", + "issue:45278", "issue:45325", + "issue:45357", + "issue:45372", "issue:45397", "issue:45405", "issue:45542", "issue:45593", - "issue:45600", - "issue:45656", - "issue:45712", + "issue:45812", "issue:45823", "issue:45834", "issue:45907", - "issue:46132" - ], - "soft_pairs": [ - "issue:39692|issue:43901", + "issue:46082", + "issue:46132", + "issue:46399" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:41950|issue:45020", "issue:44521|issue:45325", + "issue:44351|issue:45278", + "issue:39692|issue:43901", "issue:41950|issue:45823", "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:44462|issue:45081", "issue:44297|issue:44462", "issue:43299|issue:43854", - "issue:43450|issue:44279", "issue:43479|issue:43525", + "issue:43450|issue:44279", "issue:43650|issue:46132", "issue:45081|issue:45907", "issue:44466|issue:45276", "issue:44016|issue:44291", "issue:43441|issue:45834", "issue:44623|issue:45397", - "issue:43653|issue:45593", "issue:44623|issue:44749", - "issue:42994|issue:43317", - "issue:45600|issue:45712", - "issue:33290|issue:45656", - "issue:44261|issue:44263", - "issue:44361|issue:45593", - "issue:44671|issue:44779", - "issue:44016|issue:45823", - "issue:42175|issue:43976", - "issue:43901|issue:43994", - "issue:43441|issue:44683", - "issue:43723|issue:44162" + "issue:43653|issue:45593" ], - "prepared_review_unit_hash": "328002ccd5d4b501920814b2e50ae02a97c3164bb8b85c0326cdab9d8754aa33", + "prepared_review_unit_hash": "fd8ad0dcaa1ccd79d7cbe98f439dda744d5b9804c9b31266c68de903951e31c8", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36296, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "soft_pair_count": 28, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of unrelated issues across tokenizers, multimodal processors, configs, deepspeed, docs, and model-loading edge cases. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "summary": "The soft matches are overwhelmingly cross-subsystem and describe different bugs, regressions, or docs issues. I rejected all candidate edges; this set does not form a single duplicate cluster.", "confidence": 0.96, - "canonical_issue_reason": "Issue 44521 is the strongest representative bug report here: it has a concrete failing API (`apply_chat_template`), a clear multimodal repro, and a specific observable bad output (all-zero assistant masks).", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best single anchor because it describes a precise, reproducible runtime defect with clear scope and impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Both mention docs/examples, but one is about SigLIP2 example errors and the other is about `TextClassificationPipeline` documentation drift; different APIs and failures." + "reason": "Different model/config paths: LlamaConfig head_dim validation vs Qwen3.5 rotary-kernel registration crash." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both involve multimodal/VL internals, but one is a broken assistant mask computation and the other is a rope/position-id scaling bug; different code paths and symptoms." + "reason": "Unrelated failures: auto_docstring annotation handling vs Gemma 4 processor import error from mistral_common." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Video processor lookup vs Gemma4 device placement are unrelated bugs in different subsystems." + "reason": "Different multimodal/model behaviors: MoE load-balancing loss bug vs Gemma 4 mm_token_type_ids defaulting." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "One is a torch 2.9 flex-attention compilation failure; the other is a dependency/backend install issue for TensorFlow/tensorboard." + "reason": "No shared code path: SigLIP2 probability issue vs Sam3Video CUDA OOM." }, { - "left": "issue:43976", + "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and a bumped PEFT minimum version are different release/dependency issues, not the same bug." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "AutoTokenizer ignoring repository `tokenizer.json` and Mistral regex patch crashes are distinct tokenizer-loading problems." + "reason": "Generic dependency complaint vs an unrelated PEFT version bump issue." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer serialization writes the wrong class name; the other issue is loading behavior ignoring `tokenizer.json`." + "reason": "Both tokenizer regressions, but for different model families and different symptoms; not the same bug." }, { "left": "issue:43299", - "right": "issue:43854", + "right": "issue:45357", "accept": false, - "reason": "Different model families and different loading failures; no evidence they share a concrete code path." + "reason": "Different Qwen/Gemma3.5 paths: Qwen3VL model loading failure vs save_pretrained visual encoder key serialization." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Video processor batching shape bug vs generic dependency issue with transformers are unrelated." + "reason": "Custom processor/tokenizer regression vs Deepseek tokenizer output regression; different failures and models." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Different config objects and different missing-default/attribute problems." + "reason": "Different mechanisms: video pipeline processor lookup vs remote_code model breakage." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "A vague data request is not the same as a behavior-change bug in `AttentionInterface.register`." + "reason": "apply_chat_template assistant mask bug is unrelated to Qwen2.5-VL rope/position-id scaling." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Mistral tokenizer regex crash and `list_repo_files` revision forwarding are unrelated API bugs." + "reason": "Shared theme of imports is too broad; one missing symbol is not the same as many import errors after upgrade." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Both touch Gemma4-ish serialization/resizing concerns, but one is tied-weight serialization and the other is embedding resize propagation; different failures." + "reason": "Both are docs-related, but one is a SigLIP2 example issue and the other is a pipeline API doc mismatch." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs `init_empty_weights` argument mismatch are completely different issues." + "reason": "Different subsystems: video-classification processor lookup vs Gemma4 device-map forward mismatch." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "FlashAttention failure on Ministral-3 and OCR index error on Kosmos2.5 are different model-specific bugs." + "reason": "Unrelated runtime/environment bugs: torch flex_attention compilation vs TensorFlow/tensorboard backend wiring." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Processor save-pretrained file omission is unrelated to Gemma-4 zero3 loading." + "reason": "Python version compatibility issue is unrelated to PEFT minimum-version packaging." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "AutoTokenizer repository file selection bug vs Mistral regex patch crash; different loading paths." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Saving processor files and slower filtering after a version upgrade are different problems." + "reason": "Serialization metadata mismatch on save_pretrained is different from AutoTokenizer ignoring tokenizer.json on load." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Quantized model saving failure and dequantized model offload loading failure are not the same concrete bug." + "reason": "Different model-loading failures: Qwen3VL MoE regression vs GLM-4.7-Flash unit test loading." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Stale auto-mapping references and leftover dummy classes are separate repository-maintenance issues." + "reason": "Different config classes and symptoms: Phi4Multimodal default subconfigs vs Llama4Config missing pad_token_id." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a duplicate optimizer step; too little to treat as the same bug." + "reason": "Video processor batch-shape bug is unrelated to a dependency installation problem." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "A missing config epsilon in MLA layernorm and a `torch.split` return-value issue are different model internals." + "reason": "Placeholder/troll issue versus AttentionInterface.register behavior change; not comparable." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; completely different code paths." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Both are v5 regressions in model/tokenizer outputs, but they affect different models and likely different code paths." + "reason": "Both involve weights/embeddings, but one is device-dependent serialization and the other is resize_token_embeddings propagation." }, { "left": "issue:44016", - "right": "issue:45823", + "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is not the same as a Gemma4 device-mismatch forward bug." + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Missing TensorFlow in a Torch-only install and Python version incompatibility are distinct packaging/release problems." + "reason": "Different models and failure modes: FlashAttention bug vs OCR long-input index error." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "One is stale docs wording, the other is a runtime correctness failure for SigLIP2 model/pipeline outputs." + "reason": "Processor save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained behavior." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Both concern attention kernels, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch 2.9; not the same bug." + "reason": "One is a processor save issue; the other is a performance regression while filtering data." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer auto-loading regression and ESM2 model breakage are unrelated." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary loss omission; unrelated model components." } ] }, @@ -11493,316 +11442,292 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:36246", + "issue:33290", "issue:41628", - "issue:41950", - "issue:42491", - "issue:42757", - "issue:42886", + "issue:42175", + "issue:42994", "issue:43262", - "issue:43299", + "issue:43317", + "issue:43441", "issue:43525", - "issue:43526", - "issue:43531", "issue:43643", "issue:43673", + "issue:43723", "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:44261", + "issue:44263", "issue:44295", "issue:44297", "issue:44336", - "issue:44351", + "issue:44361", "issue:44373", - "issue:44485", "issue:44496", "issue:44521", "issue:44589", - "issue:44734", - "issue:44749", + "issue:44671", + "issue:44683", "issue:44779", - "issue:44871", - "issue:45003", "issue:45103", - "issue:45292", "issue:45362", "issue:45397", "issue:45542", "issue:45561", "issue:45563", "issue:45593", - "issue:46132", - "issue:46399", - "issue:46424" + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:46399" ], "soft_pairs": [ + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162", "issue:43673|issue:43761", - "issue:43262|issue:44521", "issue:44297|issue:45397", + "issue:43262|issue:44521", "issue:43824|issue:43976", "issue:43525|issue:43881", "issue:43901|issue:44246", "issue:43525|issue:43643", "issue:44589|issue:45362", - "issue:43784|issue:45542", "issue:41628|issue:43976", + "issue:43784|issue:45542", "issue:44188|issue:44336", - "issue:45103|issue:46399", "issue:44295|issue:45397", "issue:44336|issue:44373", + "issue:45103|issue:46399", "issue:45561|issue:45563", "issue:44246|issue:44496", - "issue:44242|issue:45593", - "issue:43531|issue:45362", - "issue:42491|issue:43299", - "issue:43526|issue:45003", - "issue:41950|issue:44220", - "issue:42886|issue:46132", - "issue:44246|issue:44871", - "issue:36246|issue:42757", - "issue:44336|issue:44485", - "issue:36246|issue:44351", - "issue:44734|issue:46424", - "issue:45003|issue:45561", - "issue:44779|issue:45292", - "issue:44336|issue:46424", - "issue:44295|issue:44749" + "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "ae1a2c7fdbe958f6cb40f0bdfe7d401b72078740e69c300bbc6611cf35fb7ba3", + "prepared_review_unit_hash": "6ee3806629bccd7b83a0b5350ce9870f74dca5aef8f3c739b4505ae103a95b38", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36966, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "soft_pair_count": 28, + "serialized_chars": 35890, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with a recurring Qwen3-MoE / HF5.x regression theme. The Qwen3 pair (42491, 43299) is related at a high level, but the available evidence does not prove the same concrete bug or a single fixable scope, so it should not be merged as a duplicate from titles alone.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43299 is the best canonical anchor because it is narrower and explicitly version-bound to 5.0.0.dev0. Issue 42491 is related in theme, but its title alone suggests a different failure context (LoRA model trained on hf4.x vs current hf5.x), so the duplicate claim is not strong enough.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated loading, model, optimizer, attention, and docs issues. The soft-similarity edges are mostly false positives, so no pair should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear duplicate hub; if forced to pick a representative, issue 44246 is the broadest and most general user-facing regression in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43299 is the strongest standalone issue in the cluster: it states a specific regression, a concrete affected model family, and a clear version boundary. It is better suited than 42491 for representing the cluster because it is more precise and actionable.", + "best_issue_reason": "Issue 44246 is the best representative only because it is generic and high-discussion, but the cluster itself is too heterogeneous to treat as one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Different bug classes and model paths: chunked-prefill cache handling vs CLIP vision hidden_states output." + "reason": "Both involve quantization/loading, but they are different failure modes: saving a quantized model vs loading a dequantized model with offload." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Both mention chat-template behavior, but one is audio sampling-rate defaults and the other is multimodal assistant masks." + "reason": "Both are repo/CI hygiene problems, but they concern unrelated files and bugs." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer config save/load mismatch is unrelated to the Gemma-4 zero3 from_pretrained failure." + "reason": "Both mention DeepSpeed and optimizers, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Qwen2.5-VL import error and Python version compatibility are different failure modes." + "reason": "Completely different subsystems and symptoms; no shared code-path bug." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Different model-loading problems with no shared concrete code-path defect." + "reason": "Unrelated model/task failures; not the same underlying problem." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + "reason": "Both are v5 regressions affecting model/tokenizer behavior, but they are model-specific and not the same code-path issue." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and incomplete AutoConfig fields from trust_remote_code are different bugs." + "reason": "Notebook syntax error versus model device mismatch; unrelated." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Qwen3.5 chat crash." + "reason": "Packaging/backend dependency issue versus Python version compatibility; different problems." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Import-time NameError in sentence-transformers differs from the TensorFlow backend warning/undefined backend issue." + "reason": "Docs mismatch versus incorrect model/pipeline outputs; unrelated." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Missing AutoImageProcessor import is not the same as a Python version support regression." + "reason": "Different attention implementations and different failure points; too far apart to merge." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." + "reason": "Tokenizer loading regression versus a specific ESM2 breakage; not the same underlying bug." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are unrelated defects." + "reason": "Generation cache bug and CLIP hidden-states bug are unrelated." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access and Gemma-4 zero3 loading are different problems." + "reason": "Tokenizer save metadata mismatch versus zero3 model loading failure; unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI formatting in loading_report is unrelated to the wrong position_ids docstring." - }, - { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "A pytest-xdist file race is unrelated to the stale num_return_sequences warning." + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is assistant-mask generation; distinct bugs." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Import slowness is unrelated to the eos_token_id configuration inconsistency." + "reason": "Import error for a specific model class versus Python compatibility issue; not duplicate." }, { - "left": "issue:44242", - "right": "issue:44496", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Missing load-balancing loss and missing model_type on config are different code paths." + "reason": "Different model-loading failures with different configs and symptoms." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are not the same bug." + "reason": "Docs bug versus import-performance bug; unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "The titles suggest a related Qwen3-MoE / HF5.x regression theme, but they do not establish the same concrete bug or a single fixable PR scope." + "reason": "Both are config-related, but one is a missing model-specific field and the other is generic trust_remote_code field loss; not clearly the same defect." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + "reason": "Type/storage mismatch versus chat crash; unrelated." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Video-classification pipeline misrouting to image processors is unrelated to _torch_extract_fbank_features()." + "reason": "Missing export/import symbol versus Python-version packaging issue; different causes." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different subsystems." + "reason": "Both are import/backend-related, but one is a Python NameError in transformers and the other is a TensorFlow optional-dependency backend error; not the same bug." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Import timing issues do not match the Gemma-3 eos_token_id inconsistency." + "reason": "Attention-kernel divergence versus ANSI code output in a loading report; unrelated." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Different import failures affecting different packages and symbols." + "reason": "Position_ids buffer access error versus model loading under zero3; different code paths." }, { "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different missing exports and different code paths." - }, - { - "left": "issue:44734", - "right": "issue:46424", + "right": "issue:44373", "accept": false, - "reason": "KV cache continuation crash and max_cache_length semantics are related only at a broad cache level, not the same bug." + "reason": "Terminal ANSI output issue versus docstring error; no duplication." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race." + "reason": "Auto-docstring annotation handling versus rotary-pos-emb registration crash; unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "DeepSeek tokenizer correctness and resize_token_embeddings affecting output embeddings are different problems." + "reason": "Pytest-xdist file race versus stale generation warning; different problems." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "ANSI loading-report output and cache-length configuration are unrelated." + "reason": "Import slowness versus unrecognized model/config error; unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "A position_ids buffer access bug is unrelated to the post-upgrade performance regression." + "reason": "Both mention missing auxiliary losses, but they are different mechanisms and model families; too weak to merge." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly grounded, but the accepted soft edge between issue:42491 and issue:43299 is too assertive for the packet evidence. The titles suggest a related Qwen3-MoE / HF5.x regression theme, but they do not clearly show the same concrete bug or a single fixable PR scope: one is about a LoRA model trained on hf4.x not working on hf5.x, the other about Qwen3VL MoE model loading on 5.0.0.dev0. Please downgrade that verdict to something more tentative or reject it unless the issue bodies confirm the same root cause." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -11818,290 +11743,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", "issue:42886", "issue:43257", "issue:43262", + "issue:43299", "issue:43352", "issue:43475", - "issue:43540", + "issue:43526", + "issue:43531", "issue:43596", - "issue:43653", "issue:43673", "issue:43901", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", - "issue:44466", - "issue:44479", - "issue:44483", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", "issue:44496", "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", "issue:44857", - "issue:44877", - "issue:44987", - "issue:44995", + "issue:44871", "issue:45003", "issue:45137", "issue:45200", - "issue:45229", "issue:45250", "issue:45292", - "issue:45335", - "issue:45375", - "issue:45397", + "issue:45362", "issue:45412", - "issue:45459", + "issue:45561", "issue:45584", - "issue:45600", - "issue:45656", - "issue:45685", "issue:45701", - "issue:45759", "issue:45859", "issue:46123", - "issue:46170", - "issue:46202", + "issue:46132", "issue:46291", "issue:46369", "issue:46399", - "issue:46431" + "issue:46424" ], "soft_pairs": [ - "issue:44242|issue:44857", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44336|issue:46424", + "issue:44779|issue:45292", + "issue:44295|issue:44749", "issue:43475|issue:46369", + "issue:44242|issue:44857", "issue:36246|issue:43596", "issue:46291|issue:46399", "issue:45859|issue:46399", - "issue:43901|issue:45003", "issue:43673|issue:44561", "issue:43352|issue:45250", + "issue:43901|issue:45003", "issue:44162|issue:45200", "issue:44496|issue:45003", "issue:43257|issue:45137", "issue:43262|issue:44246", "issue:45292|issue:45584", - "issue:45292|issue:45701", - "issue:44561|issue:46399", "issue:45412|issue:46123", - "issue:45375|issue:45759", - "issue:45685|issue:46431", - "issue:44877|issue:45375", - "issue:44987|issue:45459", - "issue:44466|issue:45335", - "issue:45397|issue:45656", - "issue:44995|issue:45200", - "issue:45137|issue:45600", - "issue:44479|issue:46170", - "issue:43475|issue:43540", - "issue:43653|issue:44162", - "issue:42886|issue:45229", - "issue:44483|issue:46202" + "issue:45292|issue:45701", + "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "fbf5c33fcfe4dc65d086b61878c3ebe9d4185c00d353d59956fedb25b1079c99", + "prepared_review_unit_hash": "ea95060ccd254d5d98892727e5b7e9c4e5ff1131319bae328547f699ed753f75", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36365, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36022, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly superficial similarity matches across unrelated bugs and docs/runtime failures. I don\u2019t see any pair that clearly shares the same underlying code path, so I would reject all soft edges.", - "confidence": 0.81, - "canonical_issue_reason": "No canonical duplicate issue emerges here: the items span unrelated subsystems, so there is no valid single issue to anchor the cluster.", + "summary": "The cluster is mostly heterogeneous: several issues share broad themes like Qwen3/MoE regressions or import/cache failures, but the proposed soft links are not the same concrete bug. I would not merge any of the soft pairs.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43299 is the best representative of the cluster\u2019s strongest recurring theme: Qwen3/MoE loading regressions on the v5/dev branch. It is broader and more central than the narrower follow-on reports, while still being a concrete end-user failure.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be named, issue:44479 is the broadest user-facing regression here, but it is still not a true duplicate hub for the rest of the items.", + "best_issue_reason": "issue:43299 is the most suitable anchor issue because it is specific enough to triage, clearly describes a regression, and sits closest to the small Qwen3/MoE subcluster among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Both mention losses, but one is router/load-balancing loss gating and the other is an AMP crash in a different model; not the same bug." + "reason": "Both concern Qwen3/MoE loading, but one is a LoRA compatibility problem on hf4.x/hf5.x while the other is a Qwen3VL MoE loading regression on transformers 5.0.0.dev0. Different models and failure paths; not the same bug." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Same SAM3 family, but one is a missing attribute in video encoder output and the other is a memory overflow in sam3-litetext; different failures." + "reason": "Both mention Qwen3-family models, but the symptoms differ: one is a sliding_window issue in Qwen3-MoE, the other is Qwen3.5-35B crashing in chat. Too broad to be a single underlying bug." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "ImportError for a missing Qwen2.5 VL class vs a DeepSpeed/BertModel index error; unrelated code paths." + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe sys.modules access in modeling_utils. No shared code path or concrete duplicate evidence." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Kernel dependency/version loading failure vs a missing decorator on rotary-embedding registration; not the same underlying bug." + "reason": "Both touch processor-related audio/video preprocessing, but one is a pipeline selecting image processors and the other is a torch_extract_fbank_features issue. Different components and failure modes." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "CPU offload incompatibility in a text rotary embedding vs kernel registration crashing on a decorator issue; different code paths." + "reason": "Cache/offline loading vs AttentionInterface registration behavior are unrelated. Same general area of utility code, but not the same bug or fix." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Docs wording about return_all_scores vs unsafe sys.modules access in code; no shared bug." + "reason": "Both involve tokenization/generation-related behavior changes, but one is load balancing loss omission and the other is eos_token_id mismatch. Different model semantics, not duplicates." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Chunked-prefill cache issue in GenerationMixin vs removal of is_torch_fx_available breaking trust_remote_code models; unrelated." + "reason": "Both are import errors, but for different symbols and packages: Qwen2_5_VLImageProcessor vs is_offline_mode. Same symptom class, not the same underlying issue." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "A model-specific Flash Attention support error is not the same as the generic Flash Attention feature topic." + "reason": "Both are missing-export import errors, but they reference different APIs (Qwen2_5_VLImageProcessor vs HybridCache) and different release breaks." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "ESM2 breakage and Gemma4 token-type defaulting are different model/config problems." + "reason": "KV cache continuation crash in transformers serve is not the same as cache max length only being honored for Quantized Cache." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading error vs sys.modules access safety issue; different bugs." + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are unrelated; one is core import logic, the other is test utility concurrency." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Both involve DeepSpeed/ZeRO3, but one is weight conversion not happening and the other is a deque underflow; not the same failure." + "reason": "Terminal ANSI code handling and cache configuration semantics are different areas with no shared failure path." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Audio sampling-rate behavior in chat templates vs slow transformer import; unrelated." + "reason": "Tokenizer correctness in v5 and resize_token_embeddings not affecting output embeddings are different functional bugs." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure; different code paths." + "reason": "Registering position_ids as a buffer and a 4.57.3-to-5.3.0 filtering slowdown are unrelated." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "A resize_token_embeddings bug and a version-dependent tokenization change are not the same concrete issue." + "reason": "SAM 3 video output attribute error and SAM 3 LiteText memory overflow are distinct model bugs." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "v5 trust_remote_code breakage from API removal vs Qwen3.5 kernel registration crash; unrelated." + "reason": "Missing router loss when output_router_logits=False is not the same as float16 AMP crash in LwDetrImageLoss." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Memory not released on delete vs a pipeline dropping final partial-batch results; different symptoms and fixes." + "reason": "An import error for Qwen2_5_VLImageProcessor and a DeepSpeed ZeRO3/BertModel IndexError are unrelated." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is a strict-field loss and the other is text_config unwrapping; not one underlying bug." + "reason": "Kernels dependency/version resolution during import-evaluate is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "MoE MPS histogram typing error vs missing chat template on a processor; unrelated." + "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding and a missing decorator on apply_rotary_pos_emb are both Qwen3.5-related, but they affect different code paths and are not the same bug." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Different strict-config failures on different model families; too broad to be the same bug." + "reason": "Generation cache missing during chunked prefill and trust_remote_code breakage from removing is_torch_fx_available are different regressions." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Model loading failure on transformers>=5.1.0 vs tokenizer decode errors being masked when protobuf is absent; unrelated." + "reason": "Nemotron Flash Attention 2 support error and a generic Flash Attention 2.0 issue are too underspecified and do not establish the same concrete bug." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Serialization inconsistency of lm_head.weight vs resize_token_embeddings not updating decoder.embed_tokens; different code paths." + "reason": "Docs mentioning return_all_scores and sys.modules access are unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Gemma4 zero3 from_pretrained issue vs DeepSpeed calling optimizer.step twice; not the same bug." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Second-forward stale cache crash vs Gemma4 mm_token_type_ids defaulting; unrelated." + "reason": "Unrecognized model/config loading and unsafe sys.modules access do not describe the same failure." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "ZeRO3 deque crash vs auto_mappings CI break from removed configs; different issues." + "reason": "Qwen3 MoE weights conversion under accelerate/deepspeed and a DeepSpeed ZeRO3 deque IndexError are both distributed-training related, but the reported defects are different." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Video-input regression for Qwen models vs Windows ROCm import/dependency failure; unrelated." + "reason": "Audio chat-template sampling-rate defaulting and missing load balancing loss are unrelated." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Both mention video, but one is SAM3 Vision encoder output missing an attribute and the other is Qwen3OmniMoe video processing ValueError; different models and failures." + "reason": "Embedding resize behavior and Whisper empty transcription failure after align_special_tokens are not the same bug." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; no shared underlying change." + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different bugs." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Offline cache loading failure vs Gemma4 multi-GPU CUDA OOM; unrelated." + "reason": "resize_token_embeddings output mismatch and version-dependent tokenization changes are separate issues." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Chat/completions API request rejection vs Gemma pipeline roundtrip failure on \u2581; different surfaces and code paths." + "reason": "Removing is_torch_fx_available breaks trust_remote_code models in general; the Qwen3.5 registration crash is a specific kernel/model bug and not the same change." } ] }, @@ -12120,27 +12051,20 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", - "issue:42371", - "issue:42994", + "issue:42886", "issue:43065", - "issue:43232", "issue:43408", "issue:43475", - "issue:43482", - "issue:43643", + "issue:43540", "issue:43646", - "issue:43673", + "issue:43653", "issue:43701", "issue:43931", - "issue:44038", "issue:44060", "issue:44077", "issue:44162", @@ -12148,32 +12072,53 @@ "issue:44297", "issue:44361", "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", "issue:44623", "issue:44749", "issue:44869", - "issue:44871", "issue:44877", - "issue:44933", "issue:44977", + "issue:44987", "issue:44995", - "issue:45092", - "issue:45230", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", "issue:45356", - "issue:45381", + "issue:45375", "issue:45397", + "issue:45459", "issue:45563", "issue:45584", "issue:45588", + "issue:45600", "issue:45656", + "issue:45685", + "issue:45759", "issue:45987", "issue:46082", "issue:46123", - "issue:46132", "issue:46170", "issue:46202", - "issue:46421" + "issue:46421", + "issue:46431" ], "soft_pairs": [ + "issue:45375|issue:45759", + "issue:45685|issue:46431", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:43653|issue:44162", + "issue:44483|issue:46202", "issue:44060|issue:44077", "issue:44995|issue:45588", "issue:44368|issue:44977", @@ -12183,229 +12128,237 @@ "issue:44877|issue:46170", "issue:45987|issue:46082", "issue:43931|issue:44368", - "issue:45584|issue:46170", "issue:44188|issue:46421", "issue:43065|issue:46123", + "issue:45584|issue:46170", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44623|issue:45656", "issue:44749|issue:45656", "issue:44869|issue:45356", "issue:43701|issue:44749", - "issue:43646|issue:44162", - "issue:43232|issue:43673", - "issue:45230|issue:45397", - "issue:44871|issue:46132", - "issue:42994|issue:43482", - "issue:44038|issue:44623", - "issue:43475|issue:43643", - "issue:43475|issue:45381", - "issue:28282|issue:30990", - "issue:42371|issue:45092", - "issue:41628|issue:44933" + "issue:43646|issue:44162" ], - "prepared_review_unit_hash": "c71d3b41dff8ab2475fa5ca6abe45419801b227d7f85848204bb1ec6f6372b6a", + "prepared_review_unit_hash": "46c9781fd6250519ca92f5d57f2bfdcd6aaf8f9ca6b3e140fe8433f00be31440", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35648, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37413, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly superficial lexical overlap across unrelated bug reports; none of the soft pairs look like the same concrete underlying fix or regression.", - "confidence": 0.89, - "canonical_issue_reason": "43646 is the broadest regression report here and the best umbrella anchor for the cluster; it captures a general Transformers 5.0 model-initialization breakage rather than a single model-specific symptom.", + "summary": "This cluster is heterogeneous: most items are unrelated regressions across different models, serializers, cache paths, and runtime environments. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the best representative of the set because it describes a concrete, user-facing regression affecting multiple Qwen VL variants with a clear failure mode and version boundary; the other items are either more niche, more infrastructure-specific, or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most generally framed and potentially reusable issue in this set, so it is the strongest cluster representative despite the lack of true duplicates.", + "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor triage: broad impact, specific reproduction domain, and a clear regression signature. It is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Different bugs: tied-weights warning versus optional post_init policy change." + "reason": "Both are Qwen multimodal/config issues, but one is a missing config field and the other is a from_config unwrapping bug; different code paths and different failure modes." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Stale second-forward cache bug is unrelated to sink-less flash-attention AttributeError." + "reason": "Completely unrelated: MPS histogram support in MoE code vs missing chat template in a processor." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Same model family, but warning during fine-tuning is not the generation failure here." + "reason": "Different models and failures: Granite speech strict-config loading vs Qwen3.5MoeVisionConfig field handling." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "SAM3 decoder dummy layer and tracker/model-type warning are different problems." + "reason": "One is a model-loading regression for a specific repo/model, the other is tokenizer error masking when protobuf is absent; no shared bug." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Both mention warnings, but the affected code paths and failure modes differ." + "reason": "Both mention DeepSpeed, but one is ZeRO3 from_pretrained loading and the other is duplicate optimizer steps; not the same defect." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "torch.compile kernel divergence is not the Gemma roundtrip tokenizer failure." + "reason": "Both involve tied/embedded weights, but one is serialization of lm_head.weight and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Config-loading strictness and Windows ROCm import dependency failure are unrelated." + "reason": "Unrelated: stale indexer cache on second forward vs missing mm_token_type_ids default for text-only fine-tuning." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Cache length contract bug and LlamaConfig head_dim validation are distinct." + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings references are unrelated." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is separate from the Qwen3.5 warning issue." + "reason": "Both are multimodal/video-related, but one is a missing attribute in SAM3 vision output and the other is a Qwen3OmniMoe video-input ValueError." }, { - "left": "issue:45584", + "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Whisper empty transcription bug is unrelated to the ROCm/torch.distributed import error." + "reason": "Video regression in Qwen models vs Windows/ROCm import dependency failure; different subsystems and root causes." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Both involve compilation/cache behavior, but the concrete failures are different." + "reason": "Tokenizer cache/offline loading issue is unrelated to Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "SAM3 pixel decoder dummy module and partial-batch dropping in MaskGenerationPipeline are unrelated." + "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are not the same underlying issue." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save missing files are different serialization bugs." + "reason": "OpenAI chat-completions API acceptance failure vs Gemma pipeline roundtrip tokenization failure; different surfaces and causes." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Tokenizer AttributeError and major preprocessing slowdown do not share the same root cause." + "reason": "Both are model/config warnings, but one is tied-weights misreporting in Qwen3-Next and the other is patchtsmixer post_init policy; unrelated." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Processor save_pretrained file omissions and double optimizer.step under deepspeed are unrelated." + "reason": "Second-forward stale cache crash and flash-attention s_aux=None crash are different code paths." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Slow filtering after upgrade is not the same as optimizer stepping twice." + "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different bugs." + "reason": "Same SAM3 family, but one is a dummy Conv2d in the pixel decoder and the other is a config/type mismatch warning." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the data-filtering slowdown report." + "reason": "A tied-word-embeddings warning is not the same as a stale num_return_sequences warning in paged generate()." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Generic custom-model initialization breakage and ESM2-specific breakage are not the same issue." + "reason": "Torch.compile branching in attention kernels is unrelated to the Gemma pipeline roundtrip failure." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Generation kwargs update after sync_gpus differs from chunked-prefill cache missing." + "reason": "Strict Granite Speech config loading and Windows ROCm dependency import errors are unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "A generic placeholder report is not the same as the Gemma-4 ZeRO3 from_pretrained bug." + "reason": "One is a return-type contract bug in StaticCache, the other is config validation for Llama head_dim; different behaviors." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 LoRA tied-embedding warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compilation, but one is divergent kernels from allow_is_bidirectional_skip and the other is lazy cache init causing recompilation; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy layer issue and MaskGenerationPipeline partial-batch result loss are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "Whisper empty-transcription failure and Windows ROCm torch.distributed import failure are unrelated." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Quantized model saving failure is separate from GGUF loading failure in v5." + "reason": "Both are save_pretrained problems, but one is tokenizer_class metadata mismatch and the other is missing processor files; not the same defect." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained file loss are different failures." + "reason": "Tokenizer AttributeError on tasks and a performance regression after upgrading are not the same issue." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Missing SAM3 output attribute is unrelated to trust_remote_code config field loss." + "reason": "Processor save_pretrained file omission and double optimizer.step() under DeepSpeed are unrelated." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Different model families and different video-position failures." + "reason": "General slowdown after upgrade is not the same as optimizer.step() being called twice." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "PyTorch ImportError and Sentence Transformers hanging on load are not the same problem." + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are different tokenizer failures." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "TF32 settings guidance and remote-code meta-init incompatibility are unrelated." + "reason": "Checkpoint key mismatch and performance slowdown are unrelated." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Both are import errors, but they point to different missing symbols and code paths." + "reason": "Transformers 5 custom model init breakage and ESM2 breakage are too broad and unrelated to be duplicates." } ] }, @@ -12424,73 +12377,82 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ + "issue:28282", "issue:30990", - "issue:35141", "issue:36010", "issue:41628", - "issue:42175", + "issue:42371", "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", - "issue:43278", - "issue:43377", - "issue:43504", + "issue:43475", + "issue:43482", "issue:43525", - "issue:43526", + "issue:43643", + "issue:43673", "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43873", - "issue:43976", "issue:44038", "issue:44188", "issue:44222", - "issue:44242", "issue:44351", - "issue:44496", - "issue:44568", "issue:44623", "issue:44792", + "issue:44871", "issue:44933", "issue:44945", "issue:44964", "issue:45081", + "issue:45092", "issue:45103", "issue:45137", + "issue:45230", "issue:45310", "issue:45375", + "issue:45381", + "issue:45397", "issue:45406", "issue:45478", - "issue:45561", - "issue:45712", "issue:45753", "issue:46077", "issue:46123", + "issue:46132", "issue:46202", "issue:46326", "issue:46399" ], "soft_pairs": [ + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933", "issue:45375|issue:45478", "issue:45406|issue:46202", "issue:42994|issue:43525", "issue:43723|issue:46326", - "issue:43784|issue:46399", "issue:45310|issue:45375", - "issue:45081|issue:45103", + "issue:43784|issue:46399", "issue:42673|issue:43704", + "issue:45081|issue:45103", "issue:43873|issue:44945", - "issue:44964|issue:45137", - "issue:41628|issue:44351", "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44964|issue:45137", "issue:44945|issue:45753", "issue:44222|issue:45310", "issue:42994|issue:43824", @@ -12498,243 +12460,199 @@ "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:43232|issue:44792", - "issue:42831|issue:44222", - "issue:42175|issue:45712", - "issue:44496|issue:45561", - "issue:43504|issue:45561", - "issue:42175|issue:44933", - "issue:43526|issue:45561", - "issue:43976|issue:44933", - "issue:42898|issue:44568", - "issue:43377|issue:44242", - "issue:43278|issue:45137", - "issue:30990|issue:35141", - "issue:44623|issue:45310" + "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "8422491bb5adafe405c0a6a58d6def3d64cd9df981f27a484ebb7e4639cdd26f", + "prepared_review_unit_hash": "387f5b57ada2d125bfcc733d8f6e45e21bd06ae4cb89a6658e1ba5c1039854c9", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36911, - "estimated_input_tokens": 9228, - "estimated_eval_tokens": 18712 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only strong duplicate is the Qwen3ForCausalLM VRAM leak pair, supported by identical titles and overlapping bug descriptions; the rest look like separate issues in different subsystems.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the best canonical issue for the Qwen3ForCausalLM VRAM leak report: it is earlier and has more discussion/detail, and issue:43704 appears to be the same bug reported again with the same title.", + "summary": "Mostly a heterogeneous bundle of Transformers regressions and import/load issues. None of the soft pairs is a clear same-bug duplicate; the closest overlap is the Qwen3.5/Moe loading/config pair, but the titles still point to different failure descriptions.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43873 is the most discussion-heavy and currently open report, with the broadest real-world impact signal in this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest standalone issue here because it is the earlier, more detailed report of the duplicated Qwen3ForCausalLM VRAM leak, with issue:43704 as a later repeat report.", + "best_issue_reason": "issue:43873 is the strongest standalone issue to anchor the cluster: it is active, heavily discussed, and describes a substantive functional regression rather than a narrow one-off import failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Related Qwen3.5/MoE area, but the concrete failures differ: missing config field in vision config vs a from_pretrained loading error." + "reason": "Both are generation-related, but one is about sync_gpus/_update_model_kwargs_for_generation and the other is chunked_prefill cache handling; different concrete code paths." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Both touch Gemma-related code, but one is a processor attribute crash and the other is a tokenizer roundtrip bug; different code paths." + "reason": "One is an unspecified bug report, the other is a Gemma-4 ZeRO3 from_pretrained failure; too little evidence they are the same underlying defect." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Unrelated bugs: quantized model saving failure vs a missing pad_token_id attribute on Llama4Config." + "reason": "Different symptoms and subsystems: eos_token_id config mismatch vs AttentionInterface.register behavior change." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Different tokenizer issues: AutoTokenizer loading in v5 vs continue_final_message behavior for mistral_common tokenizers." + "reason": "Qwen3-VL-Moe/v5 bug versus processor.save_pretrained missing files; related area but not the same concrete bug." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Different subsystems and failures: sentence-transformers import NameError vs Qwen3.5 rotary kernel registration crash." + "reason": "Saving a quantized model and loading a GGUF model are opposite operations with different failure modes." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Same model family, but different bugs: from_pretrained error vs missing deepstack_visual_indexes field." + "reason": "SAM3 vision encoder attribute error versus AutoConfig trust_remote_code field loss; unrelated code paths." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Different problems: Mistral tokenizer patch crash vs auto_docstring crash with future annotations." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same concrete bug report: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Different model families and failures: SAM3 vision encoder attribute missing vs qwen2.5-vl video position_ids issue." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Different runtime issues: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + "reason": "PyTorch-not-found ImportError versus sentence-transformers loading hang; not the same bug." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Different code paths: Phi-4 multimodal model loading vs a DeepSpeed ZeRO3 deque IndexError." + "reason": "TF32 API guidance issue versus InternVL2 meta-initialization incompatibility; unrelated." }, { "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely unrelated missing exports." - }, - { - "left": "issue:43232", - "right": "issue:44188", + "right": "issue:44933", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + "reason": "Both are import/export issues, but they involve different missing symbols from different modules and likely different regressions." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Different symptoms and models: pipeline-parallel output corruption vs a Qwen3_5 image-driven infinite loop." + "reason": "The titles are similar and both involve Qwen3.5-Moe, but one is a dropped config field and the other is a generic from_pretrained error; not enough to treat as the same bug." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Related Qwen3.5/MoE/FP8 theme, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same bug." + "reason": "Gemma4 processor internal attribute error versus Gemma pipeline roundtrip/tokenization failure; different symptoms and fixes." }, { "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized model saving failure is unrelated to importing Qwen2_5_VLForConditionalGeneration." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Different issues: Gemma4 attention mask construction vs pipeline batch-finalization logic." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Related Qwen model family, but not the same failure: Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:36010", - "right": "issue:41628", + "right": "issue:43525", "accept": false, - "reason": "Different import failures for different APIs: GenerationMixin vs AutoImageProcessor." + "reason": "Quantized-model saving failure versus Llama4Config missing pad_token_id on load; different model/config problems." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Generation-state update bug is unrelated to a Janus image generation test failure." + "reason": "Tokenizer loading regression in v5 versus mistral_common continue_final_message behavior; different code paths." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Different FP8-related bugs: accuracy regression vs model saving failure." + "reason": "These are the closest match, but one is a generic Qwen3.5-Moe from_pretrained error and the other is a specific missing config field; plausible relationship, not enough to confirm duplicate." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Backend packaging issue is unrelated to leftover dummy classes and repo-check failures." + "reason": "Importing sentence-transformers with latest transformers versus Qwen3.5 kernel registration error; unrelated." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42673", + "right": "issue:43704", "accept": false, - "reason": "Unrecognized model loading error is unrelated to a pytest-xdist file race." + "reason": "Same title, but the second is a later report of the same VRAM leak; without body evidence here, treat as related but not proven same underlying duplicate chain." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Pretrained-load legacy-field bug is unrelated to the captured_info.txt xdist race." + "reason": "Tokenizer regex crash and auto_docstring annotation crash are distinct utility bugs." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Package backend omission vs non-existent image_utils import; different issues." + "reason": "Offloading/quantization behavior and pipeline parallelism output corruption are separate runtime issues." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "BEiT image processor label reduction bug is unrelated to xdist file contention." + "reason": "Both touch generation/attention internals, but one is a cache/sync_gpus generation bug and the other is a torch.compile attention-kernel divergence." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Python version compatibility problem is unrelated to image_utils import exposure." + "reason": "Both are import errors, but for different symbols and likely different export regressions." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both are tokenizer-behavior regressions, but one is cleanup-space handling and the other is special-token insertion; different bugs." + "reason": "Phi-4 multimodal load failure versus DeepSpeed ZeRO3 deque underflow; unrelated." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "MIMI padding-mask discrepancy is unrelated to MoE load-balancing loss omission." + "reason": "Pipeline parallelism output error versus Qwen3_5 image-specific infinite loop; different failure modes." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to the DeepSpeed deque IndexError." + "reason": "FP8 save_pretrained moe versus Qwen3.5-Moe from_pretrained error; same model family but opposite operations and different symptoms." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Different problems: Sentence Transformers loading hang vs output embedding reinitialization after resizing embeddings." + "reason": "Quantized save failure versus missing Qwen2_5_VL import; unrelated." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Gemma4 attention-mask construction versus MaskGenerationPipeline final-partial-batch handling; different bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster read is mostly conservative, and the 42673/43704 duplicate call is well supported by the identical titles plus the large discussion/body-size gap. However, the canonical/best-issue rationale overstates the evidence by calling 42673 a \"clear, reproducible bug report\"\u2014that reproducibility is not visible in the packet. Keep the duplicate claim, but avoid unsupported confidence markers unless they are grounded in the provided data." - }, - "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 }, @@ -12749,34 +12667,37 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:22355", "issue:27957", - "issue:28282", "issue:30333", + "issue:30990", "issue:33290", "issue:34689", "issue:35141", - "issue:36331", + "issue:42175", "issue:42222", - "issue:42831", "issue:42898", - "issue:43122", + "issue:43278", + "issue:43377", "issue:43479", - "issue:43644", + "issue:43504", + "issue:43526", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:43976", "issue:44016", "issue:44060", "issue:44075", "issue:44079", "issue:44222", + "issue:44242", "issue:44295", "issue:44297", "issue:44448", + "issue:44496", "issue:44568", "issue:44623", "issue:44734", @@ -12786,280 +12707,285 @@ "issue:45092", "issue:45103", "issue:45125", + "issue:45137", "issue:45200", - "issue:45245", "issue:45310", "issue:45356", "issue:45405", + "issue:45561", "issue:45656", "issue:45712", "issue:45812", - "issue:46132", - "issue:46209", - "issue:46231", - "issue:46431" + "issue:46231" ], "soft_pairs": [ + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43526|issue:45561", + "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310", "issue:30333|issue:33290", "issue:43479|issue:44869", "issue:42222|issue:45200", "issue:42898|issue:45812", "issue:43479|issue:44079", - "issue:43784|issue:43824", "issue:43723|issue:44568", + "issue:43784|issue:43824", "issue:42898|issue:44779", "issue:44016|issue:46231", - "issue:44734|issue:45103", "issue:43874|issue:45092", + "issue:44734|issue:45103", "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:44075|issue:46231", "issue:42898|issue:44448", - "issue:44060|issue:45125", "issue:44222|issue:44297", "issue:45405|issue:45712", + "issue:44060|issue:45125", "issue:44297|issue:45656", "issue:44933|issue:45712", - "issue:27957|issue:30333", - "issue:30333|issue:34689", "issue:44222|issue:44623", - "issue:44448|issue:46132", - "issue:42831|issue:44623", - "issue:46209|issue:46431", - "issue:30333|issue:36331", - "issue:30333|issue:35141", - "issue:43479|issue:43644", - "issue:22355|issue:28282", - "issue:45245|issue:46132", - "issue:44297|issue:45310", - "issue:43122|issue:46209" + "issue:27957|issue:30333", + "issue:30333|issue:34689" ], - "prepared_review_unit_hash": "f2e83c617fdc60f644964174be37c5969c48e8852e69d65074d6740ae57b2df2", + "prepared_review_unit_hash": "1071c50d6c146bb8b97a328a0500e1b04182a8dce10047ebd60fa3a54fd55f3e", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37084, - "estimated_input_tokens": 9271, - "estimated_eval_tokens": 18798 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38079, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs span unrelated bugs in training, tokenizers, multimodal models, docs, and utility code. No pair looks like the same underlying fix, so I would not merge any of the soft edges.", - "confidence": 0.62, - "canonical_issue_reason": "issue:42898 is the best representative of the strongest subtheme here: v5 tokenizer behavior regressions. It is broad enough to anchor that subgroup, while the other issues are mostly more specific or unrelated.", + "summary": "This set is not a single duplicate cluster: the issues span unrelated areas like model loading, tokenization, training/runtime bugs, docs, and backend packaging. The soft-similarity pairs mostly share only broad transformer-adjacent vocabulary, not the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the closest thing to a cluster anchor because it frames a core v5 tokenizer behavior change and sits near several tokenizer-regression titles. Still, it should not be treated as a duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Different bugs: MLFlow reporting after failed training vs Adafactor OOM in DeepSpeed." + "reason": "TensorFlow backend packaging vs leftover dummy PyTorch classes; different maintenance problems." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Different code paths: multimodal config initialization vs Whisper word-timestamp decode crash." + "reason": "Unrecognized model config error vs pytest-xdist file race; unrelated failure modes." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Different models and failures: broken ViTPose models vs Gemma 4 mm_token_type_ids defaulting." + "reason": "BEiT pretrained preset loading bug vs test utility concurrency bug; different code paths." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is Granite token IDs; not the same bug." + "reason": "Backend installation issue vs missing image_utils import; not the same defect." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Config default initialization bug vs ModelOutput key assignment bug; unrelated internals." + "reason": "BeitImageProcessorFast label reduction bug vs captured_info.txt race; unrelated." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Different import failures in different packages: sentence-transformers nn import vs missing Qwen2.5-VL class." + "reason": "Python compatibility issue vs nonexistent import from image_utils; different root cause." }, { - "left": "issue:43723", + "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers in v5, but one is AutoTokenizer loading and the other is add_special_tokens/BOS-EOS behavior." + "reason": "clean_up_tokenization_spaces behavior change vs missing BOS/EOS insertion; both tokenizer-related but distinct bugs." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Both are tokenizer regressions, but Deepseek incorrect results and clean_up_tokenization_spaces are distinct behaviors." + "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; unrelated model internals." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Notebook syntax error vs documentation mismatch for set_training parameters; not the same issue." + "reason": "dtype mismatch in evaluation vs DeepSpeed ZeRO3 deque IndexError; different subsystems." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Serve KV-cache tensor indexing crash vs auto_docstring crash under future annotations; unrelated code paths." + "reason": "Sentence Transformers loading hang vs embedding reinit after resize; unrelated behavior." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Missing image-patch API on a processor vs remote-code checkpoint/meta-init incompatibility; different multimodal failures." + "reason": "Missing files in save_pretrained vs Qwen3.5 Moe from_pretrained error; different save/load issues." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both are tokenizer regressions, but Kimi codec handling/warning behavior is separate from clean_up_tokenization_spaces." + "reason": "MLflow reporting on failed jobs vs Adafactor OOM in DeepSpeed; not duplicates." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to optimizer step being called twice under DeepSpeed." + "reason": "Phi4MultimodalConfig None-default init bug vs Whisper trailing replacement-char crash; unrelated." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Optimizer argument handling vs documentation typo; no shared bug." + "reason": "Broken VitPose models vs Gemma 4 mm_token_type_ids defaulting; different multimodal model issues." }, { "left": "issue:42898", - "right": "issue:44448", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer cleanup regression vs model output differences for Pegasus; too broad and not the same root cause." + "reason": "v5 tokenization cleanup change vs Granite AutoTokenizer wrong token IDs; tokenizer-related but separate regressions." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Different Qwen3-related bugs: tied-weights warning issue vs missing tensor-parallel plan." + "reason": "Config default initialization bug vs ModelOutput key assignment bug; different components." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "FP8 save_pretrained bug vs tokenizer save_pretrained metadata mismatch; different save paths." + "reason": "AutoTokenizer loading failure in v5 vs add_special_tokens missing BOS/EOS; different tokenizer regressions." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "PEFT version pin issue vs leftover dummy classes in dummy_pt_objects.py; unrelated maintenance problems." + "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL symbol; unrelated import failures." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug vs optimizer step duplication under DeepSpeed; not the same fix." + "reason": "Global v5 tokenization behavior change vs DeepSeek tokenizer regression; both tokenizer issues but not the same bug." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Missing import from image_utils vs dummy class leakage/check_repo failure; unrelated API cleanup issues." + "reason": "Notebook syntax error vs docs mismatch in set_training parameter name; documentation/notebook issues, not duplicates." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta vs MLFlow reporting after failed jobs; different subsystems." + "reason": "Missing image-patch helper vs old InternVL2 meta-initialization incompatibility; different multimodal loading problems." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "MLFlow failure-reporting bug vs Llama 3.2 Vision model loading regression; unrelated." + "reason": "KV-cache continuation tensor indexing crash vs auto_docstring annotation crash; unrelated runtime paths." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "FP8 moe save_pretrained issue vs processor.save_pretrained missing files; different serialization bugs." + "reason": "General v5 cleanup/tokenization behavior change vs Kimi-K2.5 codec handling regression; separate tokenizer bugs." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Pegasus v4/v5 output regression vs AttentionInterface.register behavior change; not the same underlying problem." + "reason": "position_ids buffer access error vs optimizer step called twice under DeepSpeed; different training/runtime bugs." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; different failure modes." + "reason": "SGD arguments ignored vs docs parameter-name mismatch; one is a code bug, the other documentation." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "FP8 inference failure on B200 vs missing chat template in processor; unrelated inference vs API validation issues." + "reason": "clean_up_tokenization_spaces behavior change vs Pegasus output difference across v4/v5; related versioning theme but distinct symptom/root cause." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "MLFlow job reporting vs CustomTrainer.compute_loss signature change; different training-stack bugs." + "reason": "FP8 save_pretrained issue vs tokenizer_class mismatch in tokenizer_config.json; both save/load-adjacent but different artifacts." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "MLFlow failure reporting vs post_init reinitializing embeddings after resize; unrelated code paths." + "reason": "PEFT version bump issue vs dummy class cleanup; unrelated repository maintenance issues." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Phi4 multimodal config defaults vs junk-filled non-persistent buffers in v5; different initialization bugs." + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5Moe; different Qwen model bugs." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency import error; separate import/setup failures." + "reason": "Tokenizer config metadata mismatch vs DeepSpeed duplicate optimizer step; unrelated." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Category-count runtime error vs AttentionInterface.register behavior change; unrelated." + "reason": "Missing image_utils import vs leftover dummy classes; different import/packaging problems." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 Moe from_pretrained error; different symptoms and code paths." + "reason": "FP8 save_pretrained for MoE vs processor.save_pretrained missing files; both persistence-related but not the same bug." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs MLflow reporting on failed jobs; completely different topics." + }, + { + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer output drift across v4/v5 vs FP8 inference failure on B200; unrelated regressions." + "reason": "MLflow failure reporting vs Llama 3.2 vision model loading regression; unrelated." } ] }, @@ -13078,60 +13004,71 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:30990", - "issue:38175", + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", "issue:41628", "issue:42757", "issue:42831", - "issue:42907", + "issue:43122", "issue:43232", - "issue:43408", "issue:43475", + "issue:43479", "issue:43644", "issue:43723", - "issue:43824", - "issue:44038", "issue:44190", "issue:44206", "issue:44222", - "issue:44261", "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", + "issue:44448", "issue:44483", "issue:44484", "issue:44485", "issue:44623", "issue:44734", - "issue:44829", "issue:44871", "issue:44977", "issue:44991", "issue:45071", "issue:45092", "issue:45103", + "issue:45245", "issue:45310", - "issue:45357", "issue:45381", "issue:45406", "issue:45834", - "issue:46002", - "issue:46050", "issue:46082", + "issue:46132", + "issue:46209", "issue:46305", "issue:46328", - "issue:46402", "issue:46421", - "issue:46424" + "issue:46424", + "issue:46431" ], "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:46209|issue:46431", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209", "issue:43475|issue:46305", "issue:41628|issue:42757", "issue:43723|issue:44977", @@ -13139,238 +13076,221 @@ "issue:45381|issue:46305", "issue:44206|issue:45103", "issue:43232|issue:46424", - "issue:44734|issue:46421", "issue:44295|issue:44623", + "issue:44734|issue:46421", "issue:44263|issue:45092", "issue:44222|issue:44484", "issue:43232|issue:45834", - "issue:44190|issue:46082", "issue:44373|issue:44485", + "issue:44190|issue:46082", "issue:43723|issue:44871", "issue:43723|issue:44991", "issue:44279|issue:46328", "issue:44483|issue:45406", - "issue:44263|issue:44360", - "issue:30990|issue:38175", - "issue:42907|issue:46050", - "issue:45092|issue:45357", - "issue:43644|issue:46305", - "issue:44261|issue:45092", - "issue:44829|issue:46002", - "issue:42831|issue:45310", - "issue:41628|issue:43824", - "issue:43408|issue:46402", - "issue:42831|issue:44038", - "issue:44263|issue:44373" + "issue:44263|issue:44360" ], - "prepared_review_unit_hash": "cb7dea1d0fddad1ab40675001b6e442b57a7c60a61eb7627ec13f62dba7f6236", + "prepared_review_unit_hash": "ab6f591abaf0bd1baf2f8090423719548dc14bbffd2d477dac41e01826bf504e", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35850, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-edge candidates are mostly false positives: they share broad themes like v5 regressions, loading/import errors, or cache/model issues, but not the same concrete bug or code path. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "All proposed soft pairs are distinct bugs/regressions rather than duplicates. No soft edge should be merged; the closest pairs only share a broad subsystem (tokenizers, cache, FP8, serving) but not the same concrete failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it describes a broad, high-impact Transformers v5 regression with a clear core symptom and likely central fix path (buffer initialization), making it a strong representative issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43644 is the strongest standalone issue in this set: it is specific enough to diagnose, but broad enough to anchor related regression discussions and fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: Pegasus output drift across v4/v5 vs AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor save_pretrained missing files are unrelated failure modes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "B200 FP8 inference failure is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default-initialization bug vs broad non-persistent buffer initialization regression; different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature handling." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job status reporting and embedding reinitialization in post_init are distinct bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors with different causes." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and AttentionInterface.register behavior change are not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 MOE from_pretrained loading failure." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization divergence across versions and FP8 inference on B200 are unrelated." + }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Different models and failure modes: SAM3 video attribute error vs MoonshineStreaming sliding-window off-by-one." + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one mask logic are different bugs." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for unrelated symbols in different code paths/packages." + "reason": "AutoImageProcessor import failure is unrelated to is_offline_mode import failure from huggingface_hub." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression vs flash-attention generation quality issue; not the same bug." + "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation bug do not share the same concrete root cause." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Generic PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; different scope and root cause." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are separate config issues." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision position_ids bug vs streaming mask off-by-one in another model." + "reason": "qwen2.5-vl vision_position_ids bug is not the same as a streaming sliding-window mask off-by-one error." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported feature extractor arg crash vs auto-docstring crash from future annotations; unrelated code paths." + "reason": "Feature extractor argument compatibility and auto_docstring annotation handling are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update bug after sync_gpus vs cache length configuration behavior; different mechanisms." + "reason": "Generation kwargs update after sync_gpus and cache max_length honoring are different cache-generation behaviors." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "KV-cache continuation tensor indexing crash vs lazy cache init causing recompilation; not the same defect." + "reason": "position_ids buffer access error and processor save_pretrained missing files are distinct serialization issues." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Reading a buffered position_ids error vs processor.save_pretrained missing files." + "reason": "KV-cache continuation crash from wrong indexing is not the same as lazy cache init causing recompilation." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return-value bug in one model component vs remote-code/meta-init incompatibility in another." + "reason": "torch.split return handling in GlmMoeDsaIndexer and remote-code checkpoint meta-init incompatibility are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs discussion about max_shard_size default; unrelated." + "reason": "FP8 moe save_pretrained bug and max_shard_size default question are not duplicates." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs bug vs long OCR index error; different code paths." + "reason": "Generation-state update bug and Kosmos2.5 OCR long-input index error are different code paths." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Dataset-loading script issue vs LlamaConfig head_dim rejection." + "reason": "Docstring correction for position_ids is unrelated to GLM-5 RoPE implementation behavior." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Docstring typo for position_ids vs GLM-5 RoPE implementation bug; not duplicates." + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure vs eos_token_id configuration mismatch." + "reason": "Tokenizer loading failure and eos_token_id config inconsistency are different tokenizer/model-config issues." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading in v5, but they appear to be model-specific failures with different symptoms/root causes." + "reason": "These both concern tokenizers, but one is a general v5 loading failure and the other is a specific EMBEDDIA/est-roberta regression; not enough evidence of the same bug." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue vs SequenceFeatureExtractor.pad performance bug." + "reason": "A generic dependency issue and a SequenceFeatureExtractor.pad performance problem are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request handling issue vs Gemma4Processor missing _tokenizer attribute." + "reason": "OpenAI-compatible chat endpoint request rejection and Gemma4Processor missing _tokenizer are distinct serving bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same component family, but one is about torch.split results and the other about a missing ReLU; different underlying bugs." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Sentence Transformers loading hang vs zero-probabilities output on a SigLIP model." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals vs sinq quantized model save/load breakage; different quantization paths." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Old InternVL2 remote-code/meta-init incompatibility vs incorrect visual encoder keys in Qwen3.5 save_pretrained." - }, - { - "left": "issue:43644", - "right": "issue:46305", - "accept": false, - "reason": "Non-persistent buffer initialization bug vs sliding-window mask off-by-one." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "MLA q_a_layernorm precision/config issue vs remote-code checkpoint meta-init incompatibility." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Degenerate training with flash_attention_3 vs NaNs from checkout+init; similar symptom class but different causes." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 Moe from_pretrained error." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Missing imports, but for different APIs/models and different failure modes." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "Model type warning for sam3_video/sam3_tracker vs SAM3 text encoder weights not loading." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; no shared concrete code path." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "Implementation bug in DSA indexer vs docstring issue for position_ids." + "reason": "Both mention DSA indexer, but one is a torch.split return-value bug and the other is a missing ReLU; likely related subsystem, not the same concrete defect." } ] }, @@ -13389,16 +13309,16 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", - "issue:33357", + "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -13408,273 +13328,273 @@ "issue:42907", "issue:42994", "issue:43066", - "issue:43122", "issue:43232", "issue:43408", "issue:43479", "issue:43550", "issue:43576", + "issue:43644", "issue:43646", - "issue:43756", "issue:43761", "issue:43784", - "issue:44060", - "issue:44117", - "issue:44188", + "issue:43824", + "issue:44038", "issue:44261", "issue:44263", "issue:44295", "issue:44297", "issue:44368", "issue:44373", - "issue:44488", - "issue:44521", "issue:44568", - "issue:44704", + "issue:44829", "issue:44913", - "issue:44945", + "issue:45092", "issue:45278", + "issue:45310", + "issue:45357", "issue:45593", "issue:45753", "issue:46002", + "issue:46050", "issue:46082", "issue:46132", "issue:46305", - "issue:46326", - "issue:46369" + "issue:46369", + "issue:46402" ], "soft_pairs": [ + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:44263|issue:44373", "issue:43479|issue:44913", "issue:39401|issue:44568", "issue:43761|issue:46082", "issue:22355|issue:27957", "issue:42757|issue:45278", - "issue:27957|issue:30990", "issue:42886|issue:43066", - "issue:22355|issue:28218", + "issue:27957|issue:30990", "issue:42886|issue:42994", - "issue:44368|issue:46305", "issue:42831|issue:45753", + "issue:22355|issue:28218", "issue:43408|issue:46369", + "issue:44368|issue:46305", "issue:43232|issue:45593", "issue:43576|issue:43784", "issue:44295|issue:44297", - "issue:43646|issue:46002", "issue:43550|issue:46132", - "issue:42371|issue:44263", - "issue:44117|issue:44704", - "issue:43756|issue:44060", - "issue:30990|issue:33357", - "issue:44188|issue:44373", - "issue:42907|issue:44945", - "issue:43122|issue:44521", - "issue:44261|issue:44373", - "issue:41628|issue:45278", - "issue:43122|issue:46326", - "issue:39401|issue:44488" + "issue:43646|issue:46002", + "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "e3d0f3d95493f286f0723b2827a0a475df568d75fe26f789dc2143e94bc9b5e3", + "prepared_review_unit_hash": "56f4dbb92ab9070b4da2e18b5d136f748ebca9d3d14abb7e9d51427f6ecbbbd0", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35676, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35454, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose collection of unrelated transformer issues; the soft pairs are thematically similar in a few places (tokenizers, imports, version regressions) but do not look like the same underlying bug or change.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 43122 is the clearest concrete regression report among the set: it describes a specific tokenizer behavior change across versions with a reproducible symptom, making it the best representative of the tokenizer-regression subset.", + "summary": "This cluster is a loose mix of unrelated issues with only superficial keyword overlap. I rejected all soft edges: most are different code paths, different models, or different failure modes. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits the whole set; the items span unrelated tokenizer, import, quantization, multimodal, config, and generation bugs. If forced to pick a representative, issue 46050 is the most concrete save/load regression, but it is not a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "43122 has the strongest standalone bug signal and the cleanest versioned repro, so it is the most suitable anchor issue for this mixed set.", + "best_issue_reason": "Issue 46050 is the strongest standalone bug report among the open items because it names a specific broken workflow (quantized model save_pretrained/from_pretrained) and is actionable. It is still not close enough to subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Different bugs: multimodal config defaults vs GPTNeoX rotary_pct reloading." + "reason": "Both involve saving/loading quantized models, but they describe different workflows and failure points (dequantized Ministral/Devstral save vs sinq quantized round-trip)." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Both concern tokenization, but one is offset_mapping and the other is add_special_tokens/BOS-EOS behavior." + "reason": "Different problems: Sentence-Transformers loading hang vs unexpected zero probabilities in SIGLIP2 inference." }, { - "left": "issue:43761", - "right": "issue:46082", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Unrelated code paths: CLIP vision hidden_states regression vs LlamaConfig head_dim validation." + "reason": "Both touch multimodal v5 regressions, but one is meta-init compatibility for old InternVL2 remote code and the other is incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Missing module import error vs XLM-R Flash Attention 2 support/problem." + "reason": "Unrelated bugs: junk-filled non-persistent buffers vs an off-by-one in MoonshineStreaming sliding-window masking." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Specific huggingface_hub import failure vs broad import errors after upgrading Transformers." + "reason": "Different model families and code paths; precision error from missing rms_norm_eps is not the same as InternVL2 meta-init incompatibility." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Flash Attention/model support issue vs Sentence-Transformers loading hang." + "reason": "Flash-Attention-3 training degeneration and NaNs after checkout/init are distinct failure modes with no shared concrete code path." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5." + "reason": "Both are model-specific regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Different symptoms: missing transformers.onnx module vs extra space after added token." + "reason": "Both are import errors, but they concern different missing symbols and likely different import surfaces." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Tokenizer cache/offline loading vs quantized model saving failure." + "reason": "These are different issues: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug on Transformers 5.0." }, { - "left": "issue:44368", - "right": "issue:46305", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Warning about tie_word_embeddings vs an off-by-one sliding-window mask bug." + "reason": "Same broad SAM3 area, but different bugs: wrong model-type warning vs missing text encoder weights on load." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "FP8 accuracy issue vs Qwen image infinite loop; different failures." + "reason": "One is a torch.split return-value bug in GLM-MoE indexing; the other is a docstring issue for position_ids." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Model-type warning on sam3_* configs vs memory overflow in sam3-litetext." + "reason": "Different config bugs: multimodal defaults when None vs GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Generation kwargs/sync_gpus bug vs D-FINE auxiliary-loss behavior." + "reason": "Both are tokenizer-related, but the symptoms and models differ: offset_mapping bug vs add_special_tokens not adding BOS/EOS." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "Broken env command vs import NameError in sentence-transformers." + "reason": "Different subsystems: CLIPVisionModel hidden_states regression vs LlamaConfig validation for explicit head_dim." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Reading a registered position_ids buffer vs tokenizer_class mismatch on save." + "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads." + "reason": "One is a specific huggingface_hub import issue; the other is a broad post-upgrade import breakage report." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "torch.compile SDPA failure vs AttentionInterface.register behavior change." + "reason": "Different tokenizer issues: offline cache loading regression vs wrong tokenizer decoder type in v5." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "TF32 settings warning vs torch.split return-value issue." + "reason": "No concrete overlap beyond general library/model use; support for Flash Attention 2 is unrelated to a loading hang." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor kwargs forwarding." + "reason": "Different save/load failures: tokenizer offline cache loading vs quantized model saving." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Smollm3 RoPE-layer configuration bug vs Qwen3-Next tied-weights warning." + "reason": "Different behavior and code paths: FP8 accuracy regression vs Qwen3.5 infinite-loop generation on a specific image." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Loading hang for sentence-transformers vs Mac bus error on a community CLIP model." + "reason": "Unrelated issues: missing onnx module import vs tokenizer adding an extra space after an added token." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs a docstring typo." + "reason": "Both mention SAM3, but one is a wrong model-type warning and the other is memory overflow in sam3-litetext." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "Saving dequantized models vs incorrect pipeline-parallel output behavior." + "reason": "A warning about tie_word_embeddings is unrelated to a sliding-window mask off-by-one bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer output changes across versions vs multimodal assistant_mask generation." + "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Missing rms_norm_eps precision issue vs wrong docstring." + "reason": "Both are v5-related import/runtime problems, but one is the transformers env command and the other is sentence-transformers failing on nn import." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "AutoImageProcessor import error vs broad import failures after upgrade." + "reason": "Different serialization bugs: reading position_ids after buffer registration vs tokenizer_class mismatch in tokenizer_config.json." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Versioned tokenization regression vs continue_final_message bug in mistral_common tokenizers." + "reason": "Different attention-related issues: torch.compile with SDPA on Bamba vs AttentionInterface.register changing registered function behavior." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Wrong offset mapping vs failing to load a specific model; different symptoms." + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Model-type mismatch warning vs memory overflow; not the same bug." + "reason": "TF32 settings guidance is unrelated to a torch.split indexing bug." } ] }, @@ -13693,299 +13613,314 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:22355", - "issue:29127", "issue:29159", + "issue:30990", + "issue:33357", "issue:36296", - "issue:38617", "issue:39401", - "issue:42175", - "issue:42673", + "issue:41628", "issue:42757", "issue:42907", - "issue:43066", "issue:43116", "issue:43122", "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", + "issue:43756", "issue:43784", "issue:43824", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", "issue:44222", + "issue:44261", "issue:44295", "issue:44297", "issue:44351", "issue:44360", + "issue:44373", "issue:44485", + "issue:44488", "issue:44514", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", "issue:44964", - "issue:45072", "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", "issue:45600", - "issue:45753" + "issue:46326" ], "soft_pairs": [ - "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:44188|issue:44373", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:41628|issue:45278", + "issue:39401|issue:44488", "issue:42907|issue:43937", "issue:43976|issue:44945", + "issue:43784|issue:45600", "issue:44704|issue:45290", "issue:42907|issue:44964", - "issue:39401|issue:44521", "issue:44038|issue:44297", + "issue:39401|issue:44521", "issue:43116|issue:45200", "issue:44360|issue:44485", - "issue:44625|issue:44829", "issue:44038|issue:44295", - "issue:43122|issue:44514", + "issue:44625|issue:44829", "issue:43408|issue:43475", + "issue:43122|issue:44514", "issue:43122|issue:44779", - "issue:42907|issue:43452", "issue:44038|issue:44222", + "issue:42907|issue:43452", "issue:43824|issue:44351", "issue:45216|issue:45478", - "issue:22355|issue:29159", "issue:42757|issue:44351", + "issue:22355|issue:29159", "issue:36296|issue:43116", - "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:43066|issue:44779", - "issue:22355|issue:29127", - "issue:43992|issue:44704", - "issue:42673|issue:45072", - "issue:38617|issue:45278", - "issue:43937|issue:44485" + "issue:43278|issue:44945" ], - "prepared_review_unit_hash": "815e78445beccca54e7419327fdde6d67de0864a383ab1e44d90b79ede3d8d54", + "prepared_review_unit_hash": "fd081c6f80d7b4e35399bccc783b75d98c5a5bd0b2951964b291f78b87e52049", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35763, - "estimated_input_tokens": 8941, - "estimated_eval_tokens": 18138 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the issues span unrelated import errors, tokenizer regressions, model-specific bugs, packaging problems, and training/runtime failures. No soft edge looks like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set; the items are heterogeneous and do not share one underlying defect.", + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar by subsystem name and are not true duplicates. I would not merge any of the soft edges; the strongest item to anchor the cluster is the active multimodal chat-template bug, but it is still distinct from the rest.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the most central and active concrete bug report in this set (highest inbound references/discussion) and has a clear reproducible failure mode, so it is the best anchor if one issue must be selected.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate: none of the issues is a clear representative of a common duplicate group.", + "best_issue_reason": "issue:44521 is the strongest representative overall because it has the most user impact signals and the clearest technical reproduction; however, it does not subsume the other reports as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Different import-time failures: sentence-transformers nn NameError vs stale auto_mappings Sam3LiteText references." + "reason": "Different code paths: tokenizer mapping fallback vs AutoProcessor cached_file kwargs passthrough." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Save-pretrained/dequantized model saving bug vs GLM-5 generation config validation error." + "reason": "Attention-kernel divergence bug vs a docstring issue; not the same underlying problem." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Python version compatibility failure vs incorrect outputs under pipeline parallelism." + "reason": "Different model-specific internals: RoPE-layer dropping vs tied-weights warning for Qwen3-Next." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "AutoProcessor cached_file kwargs bug vs chat template crash on tool-call assistant messages." + "reason": "Different failures and platforms: loading hang vs MacOS bus error." }, { "left": "issue:42907", - "right": "issue:44964", + "right": "issue:44945", "accept": false, - "reason": "Model save/dequantization issue vs inability to load Phi-4 multimodal model." + "reason": "Save/dequantization bug vs incorrect output under pipeline parallelism; unrelated code paths." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug vs multimodal assistant_mask all-zero bug." + "reason": "Layernorm epsilon precision issue vs a docstring typo; not duplicates." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Qwen3-VL-Moe model bug vs tokenizer.save_pretrained class mismatch." + "reason": "Tokenizer regression vs multimodal apply_chat_template assistant-mask bug; different functionality." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." + "reason": "Both are tokenizer-related, but one is version drift and the other is a mistral_common continue_final_message bug." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "DSA indexer architecture discussion vs GLM-5 RoPE implementation discussion." + "reason": "Specific missing AutoImageProcessor import vs broad upgrade-time import errors; too generic to be the same bug." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Config propagation for Qwen3.5 vs training degeneration with flash_attention_3." + "reason": "Qwen3 offset_mapping bug vs model-loading failure for cjvt/sleng-bert." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Qwen3-VL-Moe bug vs position_ids buffer/read regression." + "reason": "Dequantized save failure vs invalid GenerationConfig; different model behavior." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Tokenizer behavior change across versions vs batched processor chat-template crash." + "reason": "Python compatibility issue vs wrong output from pipeline parallelism." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Model-type warning for sam3_tracker vs missing fpn_position_embeddings on Sam3VisionEncoderOutput." + "reason": "Sentence-transformers import NameError vs stale auto_mappings config references; different layers of the stack." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "General tokenization inconsistency vs Deepseek-specific incorrect tokenization in v5." + "reason": "cached_file kwarg forwarding vs chat-template crash with tool calls; different bugs." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:44964", "accept": false, - "reason": "Model save failure vs gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Save/dequantization bug vs inability to load a specific multimodal model." }, { "left": "issue:44038", - "right": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe model bug vs FP8 save_pretrained issue for MoE models." + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; unrelated symptoms." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export." + "reason": "offset_mapping correctness vs assistant_mask generation; separate tokenizer features." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5-Moe from_pretrained error on newer transformers." + "reason": "Example script returns empty multi-label results vs Gemma 4 token-type defaulting; different surfaces." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; unrelated topics." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Different missing symbols from different modules: is_offline_mode vs HybridCache." + "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error; different code paths." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Tensor parallel training bug vs example script multi-label classification output bug." + "reason": "num_labels propagation bug vs flash_attention_3 degenerate training; not the same failure." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Embedding dtype mismatch in evaluate vs pipeline parallelism producing wrong LLM output." + "reason": "Same SAM 3 Video family, but different concrete defects: model-type warning vs missing attribute." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Pip backend extra dependency problem vs Python 3.14 loading failure." + "reason": "Tokenizer regression vs batched apply_chat_template crash with padding=False; different triggers." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "SigLIP2 JAX/HF implementation discrepancy vs Qwen3_5 image-specific infinite loop." + "reason": "Similar category, but model-specific tokenizer regression on different APIs/models; not one concrete bug." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Wrong decoder type in Transformers v5 vs Deepseek tokenizer regression." + "reason": "Qwen3-VL-Moe behavior vs FP8 save_pretrained moe issue; different bug surfaces." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "ONNX import failure vs LayoutLMv3 error-message clarity issue." + "reason": "Dequantized save bug vs gguf_file loading regression; unrelated operations." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Missing embed_tokens weight in UMT5Encoder vs cached_file kwargs forwarding bug." + "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads vs dtype mismatch in CI inference for other models." + "reason": "Same model family, but save_pretrained checkpoint corruption vs from_pretrained construction error are distinct bugs." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Missing layer_type_validation import vs broad import errors after version upgrade." + "reason": "Missing symbol from huggingface_hub vs missing symbol from transformers; different packages." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs classification example behavior; no shared concrete code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "GLM-5 generation config invalidity vs GLM-5 RoPE implementation discussion; related model family but different concrete failures." + "reason": "Dtype drift in evaluation vs pipeline-parallel output corruption; different defects." } ] }, @@ -14004,21 +13939,24 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ + "issue:22355", + "issue:29127", "issue:33453", + "issue:38617", "issue:39401", + "issue:42175", "issue:42222", "issue:42371", "issue:42673", "issue:43064", + "issue:43066", "issue:43116", - "issue:43122", "issue:43441", - "issue:43450", "issue:43493", "issue:43611", "issue:43673", @@ -14028,38 +13966,43 @@ "issue:43906", "issue:43937", "issue:43976", - "issue:43986", + "issue:43992", "issue:44038", "issue:44075", "issue:44117", "issue:44188", "issue:44222", - "issue:44291", "issue:44355", "issue:44380", - "issue:44410", - "issue:44466", + "issue:44485", + "issue:44704", "issue:44779", "issue:44936", - "issue:44977", - "issue:45071", - "issue:45081", + "issue:44938", + "issue:45072", "issue:45083", - "issue:45310", - "issue:45405", + "issue:45278", "issue:45446", "issue:45478", "issue:45563", "issue:45588", + "issue:45753", "issue:46002", "issue:46077", "issue:46231", - "issue:46298", "issue:46328" ], "soft_pairs": [ - "issue:44355|issue:46231", + "issue:42175|issue:44938", + "issue:43066|issue:44779", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43937|issue:44485", "issue:44188|issue:46328", + "issue:44355|issue:46231", "issue:43611|issue:46002", "issue:43116|issue:43493", "issue:42371|issue:43874", @@ -14077,231 +14020,204 @@ "issue:44117|issue:45588", "issue:44380|issue:46077", "issue:42673|issue:43906", - "issue:43827|issue:45446", - "issue:43450|issue:43986", - "issue:43673|issue:46328", - "issue:44466|issue:46002", - "issue:44291|issue:45071", - "issue:43937|issue:44977", - "issue:45405|issue:45446", - "issue:44410|issue:45310", - "issue:43122|issue:46298", - "issue:44117|issue:45081" + "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "4a5758481649506a2cec142260b325e8a4e6b381c59a0942b23e16ce4b2d7a7d", + "prepared_review_unit_hash": "f8680bc7dac93d4f866a7405700b67bd50cebd48f9efc2bd2d8979d1e664c139", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35637, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "soft_pair_count": 28, + "serialized_chars": 35134, + "estimated_input_tokens": 8784, + "estimated_eval_tokens": 17824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: it mixes tokenizer regressions, model-specific loading/generation bugs, training/runtime issues, and documentation problems. I do not see any pull requests in the set, and none of the soft-linked pairs look like safe duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 33453 is the broadest and earliest tokenizer-loading regression report, so it is the best single representative for the small tokenizer-related subset of this cluster.", + "summary": "The items form a heterogeneous set of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated subsystems (tokenizers, generation, model loading, docs, training, attention, and packaging) and the soft-linked pairs are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 33453 has the most generic problem statement and best matches the cluster's recurring tokenizer-regression theme, even though many other items are unrelated.", + "best_issue_reason": "No strong global best issue exists for deduplication. If one must be used as a triage anchor, issue:43116 is among the most concrete user-facing regressions and has external references, but it should not be treated as representative of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failure modes and subsystems: backend install metadata vs Python 3.14 import/load failure." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is decoder type handling and the other is Deepseek output corruption; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import path issue for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity problem." + }, + { + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Different problem domains: compiled Python-file errors vs a documentation parameter-name mismatch." + "reason": "One is a missing model weight during from_pretrained, the other is AutoProcessor kwargs propagation to cached_file." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in inference CI." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad upgrade report, but the former is a specific missing symbol import; not enough to treat as the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression in SequenceFeatureExtractor." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files and documentation parameter mismatch are unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model-loading failure with base_model_prefix is unrelated to NaNs in classification heads." + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different defects." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are different code paths." + "reason": "Multi-label example-script output failure is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing GLM46V image-processor method are unrelated issues." + "reason": "TF32 behavior settings and a missing image-processor method are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose breakage and Ministral flash-attention failure are different model-specific regressions." + "reason": "Broken VitPose models and Ministral-3 FlashAttention failures are different model-specific problems." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3 Moe loading, but they target different model variants and likely different failures." + "reason": "Both mention Qwen3 Moe models, but one is a v5 compatibility bug and the other is a from_pretrained error in a later release; not the same concrete issue." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after train are not the same bug." + "reason": "Optimizer argument handling and trainer.evaluate() after train() are unrelated trainer/optimizer behaviors." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version incompatibility is unrelated to an AuxRequest import version-check bug in flex_attention." + "reason": "Python version compatibility and a PyTorch version check for flex_attention are different packaging/runtime issues." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "A multi-label example-script bug is unrelated to a pipeline() error-message/documentation issue." + "reason": "Example-script multi-label output failure is not the same as a pipeline() error-message regression." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 Moe from_pretrained loading are different issues." + "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are opposite directions of checkpoint handling and do not match as one bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to the flex_attention version check." + "reason": "Qwen3 Omni feature-extraction length logic is unrelated to flex_attention import/version checking." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states under FSDP/PEFT is unrelated to missing GenerationMixin cache in chunked_prefill." + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling are separate training vs generation issues." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping correctness are different concrete failures." + "reason": "Generic tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation issues." + "reason": "GenerationConfig validation failure is unrelated to a stale warning about num_return_sequences." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but they concern different models and different incorrect outputs." + "reason": "Both affect tokenization, but one is offset_mapping in Qwen3 and the other is incorrect Deepseek results; too different to merge." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None and flash_attention crashing on s_aux=None are unrelated code paths." + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None handling are unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as Gemma4 bidirectional-mask construction." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are different model/backend bugs." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leakage in dataloader threads is unrelated to an isolated reproduction of another issue." + "reason": "The second item is only an isolated reproduction of another issue; without matching symptoms, it cannot be treated as the same bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still mentioning pipeline() and a PyTorch version check bug are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Batched video-processor shape bug and missing torchvision crash are different failures." - }, - { - "left": "issue:43673", - "right": "issue:46328", - "accept": false, - "reason": "Missing cache in generation and a numpy-list conversion slowdown are unrelated performance/correctness issues." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "lm_head.weight serialization inconsistency is not the same as NaNs after checkout/init." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "Unexpected init_empty_weights argument handling and PretrainedConfig type checking are different regressions." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "GenerationConfig validation failure is unrelated to Qwen3.5 flash-attention generation problems." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "An unreleased PEFT version bump is unrelated to a flex_attention import/version check." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained errors are different bugs." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenizer output changes across versions are unrelated to a noisy logging message." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping None and a Mistral regex patch crash are different tokenizer-loading failures." - }, - { - "left": "issue:44355", - "right": "issue:46231", - "accept": false, - "reason": "Compiled-file errors do not match a documentation typo in set_training()." - }, - { - "left": "issue:44038", - "right": "issue:45478", - "accept": false, - "reason": "Qwen3-VL-Moe and Qwen3.5 Moe errors are different model families despite similar wording." + "reason": "Documentation updates for pipeline removals and a flex_attention version check are unrelated." } ] }, @@ -14320,72 +14236,80 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", "issue:42371", "issue:42490", "issue:42617", "issue:42673", "issue:42831", - "issue:43012", "issue:43066", - "issue:43097", "issue:43122", "issue:43408", "issue:43421", - "issue:43577", + "issue:43450", "issue:43582", "issue:43673", "issue:43742", "issue:43937", - "issue:44075", + "issue:43986", + "issue:44117", "issue:44220", "issue:44261", - "issue:44263", + "issue:44291", "issue:44410", - "issue:44483", + "issue:44466", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", "issue:44829", "issue:44877", "issue:44933", + "issue:44977", "issue:45071", + "issue:45081", "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", - "issue:45464", + "issue:45405", + "issue:45446", "issue:45478", - "issue:45542", "issue:45561", - "issue:45656", + "issue:46002", "issue:46178", "issue:46231", + "issue:46298", "issue:46328" ], "soft_pairs": [ + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:44117|issue:45081", "issue:45341|issue:45561", + "issue:43122|issue:46298", "issue:38617|issue:41628", "issue:45341|issue:46328", - "issue:42222|issue:46178", "issue:44829|issue:45216", "issue:42617|issue:45341", + "issue:42222|issue:46178", "issue:45362|issue:46328", "issue:43408|issue:43742", "issue:39401|issue:43421", - "issue:42673|issue:43582", "issue:44877|issue:46231", + "issue:42673|issue:43582", "issue:42490|issue:42673", "issue:42371|issue:44261", "issue:44484|issue:45310", @@ -14393,226 +14317,217 @@ "issue:43937|issue:44496", "issue:44933|issue:45278", "issue:43066|issue:43122", - "issue:42222|issue:45542", "issue:42371|issue:42831", - "issue:44410|issue:45478", - "issue:44075|issue:45656", - "issue:44483|issue:45464", - "issue:42175|issue:42222", - "issue:43097|issue:44493", - "issue:43012|issue:43577", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:44263|issue:44485" + "issue:44410|issue:45478" ], - "prepared_review_unit_hash": "2b07ee29982bed7f75aee84c2a6803ea85ea3b7ad80d07e018295c6c8c924299", + "prepared_review_unit_hash": "f232568f38575d9b770ffb0b6c400a98c26c0a0c0690fb40982d7d91a2ab51aa", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35951, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issues. Only the tokenizer-v5 pair looks like the same underlying regression; the rest are too broad or point to different code paths.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43066 is the clearest root-cause style report for the accepted tokenizer regression: it names the v5 tokenizer decoder mismatch directly, whereas issue:43122 describes a user-visible symptom of changed tokenization.", + "summary": "Mostly heterogeneous issue set. The only soft pair that looks plausibly like the same underlying bug is the tokenizer v5 regression pair; the rest are mostly unrelated issues that just share broad subsystem vocabulary (imports, tokenizers, configs, testing utils, etc.).", + "confidence": 0.41, + "canonical_issue_reason": "issue:43122 is the best representative of the likely duplicate theme because it describes the broad user-visible symptom of a tokenizer regression across versions, which fits the strongest soft-match pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the best representative issue because it is specific, technical, and likely captures the underlying cause of the tokenizer behavior change.", + "best_issue_reason": "issue:43122 is the most actionable and general issue in the set for the one likely real duplicate cluster; it captures the versioned tokenization regression more broadly than the narrower decoder-type report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both are video-related, but one is a batched-shape bug and the other is a missing-torchvision crash path; different underlying failures." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked-prefill cache handling and SequenceFeatureExtractor.pad performance are unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depending on device is not the same bug as NaNs in classification heads during checkout/init." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both mention v5/loading regressions, but the concrete failures differ: unexpected init argument vs PretrainedConfig type-checking." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 and flash-attention generation issues for Qwen3.5 are distinct model-specific problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "One is a packaging/version pin issue for PEFT; the other is an import-version check bug in flex_attention." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different failures: missing projections in qwen3next vs from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a mapping-lookup None bug and the other is a Mistral regex patch AttributeError; not the same concrete issue." + }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both involve testing utilities, but one is a small bug and the other is a pytest-xdist race in captured_info.txt; not the same defect." + "reason": "A generic testing_utils bug is not enough to merge with a specific xdist race on captured_info.txt." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Versioned tokenization regression and a noisy logging message are unrelated." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and different modules." + "reason": "Both are import errors, but they concern different missing symbols and likely different API removals." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing-utils bug and a SequenceFeatureExtractor padding performance issue are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "VitPose breakage and tensorflow_text backend mapping errors are different problems." + "reason": "Testing-utils bug vs a padding performance issue are unrelated." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "One is a flash-attention training regression, the other is a Qwen3.5 save_pretrained checkpoint regression." + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained regression are different code paths." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Not the same bug; one is a 3d_parallel.py runtime failure, the other is a testing utility bug." + "reason": "3d_parallel.py execution failure is not the same as a testing_utils bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and tensorflow_text backend mapping are different import/backend issues." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen chat crashes and a feature-extractor padding optimization are unrelated." + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance have no common underlying bug." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type warning for sam3 and a MobileLLM load key error are different issues." + "reason": "SAM3 model-type warning and MobileLLM key error are different loading problems." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Both touch tokenization, but one is wrong offset mappings and the other is runtime post-processor updates for special tokens." + "reason": "Offset mapping in Qwen3 and runtime post-processor updates for special tokens are different tokenizer bugs." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "VRAM leakage in multithreaded loading and an Apple Silicon TypeError in allocator warmup are unrelated." + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not the same bug." + "reason": "VRAM leak in multithreaded dataloader use and an AppleSilicon TypeError are separate issues." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Local-path import warnings and VRAM leakage in dataloader threads are different code paths." + "reason": "Trailing-slash local-model import warning and VRAM leak in threads are unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior warnings and MLA layernorm epsilon precision errors are unrelated." + "reason": "TF32 behavior settings and MLA rms_norm_eps precision error are unrelated numeric/config concerns." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A shard-size question and a Qwen3.5 MoE from_pretrained error do not describe the same defect." + "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE loading error." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation and an fbank feature extraction issue are unrelated." + "reason": "ImportError for layer_type_validation and a feature-extraction fbank issue are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Both concern model loading, but one is invalid GenerationConfig and the other is missing model_type; not the same underlying bug." + "reason": "Both are load/config related, but one is invalid generation config and the other is missing model_type; different bugs." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import from image_utils and a broad multi-import regression after upgrade are not clearly the same issue." + "reason": "A specific nonexistent import from image_utils is not enough to merge with a broad many-import-errors report." }, { "left": "issue:43066", "right": "issue:43122", "accept": true, - "reason": "Both describe the same v5 tokenizer regression: decoder/type behavior changed and tokenization output differs for the same tokenizer." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "VitPose model breakage and TensorFlow backend detection from tensorboard-only installs are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "TF32 API warning and FineGrainedFP8 accuracy problems are different issues." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen-family load failures: missing projections in qwen3next versus Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "SGD argument handling and deepspeed double-step behavior are separate optimizer bugs." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "A generic /v1/chat/completions incompatibility and a model-specific streaming failure are not the same problem." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "TensorFlow backend packaging and VitPose model breakage are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "One is a removed config attribute, the other is unexpected key warnings with position ids; too different to be duplicates." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "Both involve dtype/precision, but one is a warning during compile and the other is incorrect float32 loading state." + "reason": "These look like the same tokenizer regression: a wrong decoder type in v5 plausibly explains the changed tokenization observed between 4.57.3 and 5.0." }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache behavior in v5.0.0 and a testing-utils bug are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:45071", + { + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "ImportError for AutoImageProcessor and PreTrainedConfig type-checking regressions are different issues." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are different numerical-control problems." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "A torch.split return-value issue and a RoPE implementation discussion are not the same concrete bug." + "reason": "Different Qwen3.5/Qwen3next model-loading failures, with no clear shared code-path bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted tokenizer pair is well supported by the titles, and the rejected soft-edge pairs are generally justified by clear topic differences rather than speculative duplication claims." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the tokenizer v5 pair as a plausible duplicate cluster and treats the rest as unrelated despite superficial subsystem overlap. The chosen canonical issue and confidence level are reasonable." }, "evaluator_used": true, "retried": false, @@ -14628,40 +14543,40 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:27957", "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", "issue:42757", - "issue:42890", - "issue:43064", + "issue:43012", "issue:43097", "issue:43335", "issue:43352", "issue:43441", "issue:43452", - "issue:43502", "issue:43531", + "issue:43577", "issue:43673", - "issue:43873", "issue:43874", "issue:43931", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", "issue:44933", "issue:44987", @@ -14669,20 +14584,28 @@ "issue:45071", "issue:45341", "issue:45372", - "issue:45375", "issue:45440", + "issue:45464", "issue:45478", "issue:45542", "issue:45588", + "issue:45656", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", "issue:46231", - "issue:46298", "issue:46369" ], "soft_pairs": [ + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", "issue:43874|issue:44261", "issue:45071|issue:45542", "issue:27957|issue:43352", @@ -14696,8 +14619,8 @@ "issue:43335|issue:45071", "issue:45003|issue:45341", "issue:44933|issue:46231", - "issue:43986|issue:45341", "issue:45753|issue:46369", + "issue:43986|issue:45341", "issue:43673|issue:46123", "issue:44117|issue:44987", "issue:43874|issue:44263", @@ -14707,249 +14630,240 @@ "issue:43986|issue:45372", "issue:44261|issue:44485", "issue:43097|issue:45588", - "issue:43097|issue:46050", - "issue:38617|issue:42757", - "issue:43064|issue:44315", - "issue:43502|issue:43992", - "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:42890|issue:46298", - "issue:44062|issue:44117", - "issue:38617|issue:44351", - "issue:43097|issue:43873" + "issue:38617|issue:42757" ], - "prepared_review_unit_hash": "3dea31845b94860a8b788cc678413752de396cd26f6683aa62a7cf5e9cc0390b", + "prepared_review_unit_hash": "04364b10713763fdc1e64f489553eb26d731732e6c08b2fd4d3fb312075465f0", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37650, - "estimated_input_tokens": 9413, - "estimated_eval_tokens": 19082 + "serialized_chars": 37013, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate: the cluster is a broad mix of unrelated issues (imports, config regressions, model-specific loading bugs, FlashAttention problems, and test failures).", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43097 is the clearest concrete regression report with a specific failure mode, version context, and detailed reproduction; the rest of the cluster is heterogeneous.", + "summary": "This cluster is very noisy: the soft edges mostly connect unrelated Transformers issues that merely share broad themes (FlashAttention, model loading, imports, GLM/Qwen families). None of the candidate pairs looks like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43097 is the strongest standalone issue to anchor the cluster because it describes a reproducible runtime failure rather than a vague symptom or cosmetic problem.", + "best_issue_reason": "Issue:45341 is the most connected node in the soft graph, but only as a weak, cross-topic hub; it is not a clean canonical for a single underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: one says SGD args are ignored, the other says optimizer.step() is called twice with deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: broken vitpose models vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic v1 API rejection and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions: removed tie_embeddings_and_encoder_decoder vs unexpected key with position id." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a PyTorch warning during compilation and the other is a Blip2 loading dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend installation issue vs vitpose model breakage; no shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking in v5.4.0." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 DSA indexer split behavior and RoPE implementation are different code-path problems." + }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different models and failure modes: image-patch counting vs a normalization epsilon precision issue." + "reason": "Multimodal token counting bug vs MLA q_a_layernorm epsilon/precision bug; different components." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Unrelated regressions: config type checking versus a TensorFlow backend import/runtime error." + "reason": "PretrainedConfig type checking regression is unrelated to missing TensorFlow backend handling." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they are different model-specific support issues with different code paths." + "reason": "Both mention Flash Attention 2, but they concern different models and different support issues." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different bugs in different models: DSA indexer tensor-split behavior versus a DeepSeek-V4 dtype/transpose issue." + "reason": "Unrelated GLM DSA indexer issue vs DeepSeek-V4 transpose/dtype bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "One is about a missing ReLU in the DSA indexer; the other is a DeepSeek-V4 tensor transform bug." + "reason": "DSA indexer ReLU omission and DeepSeek-V4 tensor transpose are different bugs." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family loading issues, but one is a weight-shape mismatch and the other is missing projections in layer 0." + "reason": "Different Qwen model-loading failures: weight shape mismatch vs missing projections in layer 0." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Completely different problems: shard-size defaults versus a Qwen3.5 MoE from_pretrained failure." + "reason": "Shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve FlashAttention, but one is a model compatibility failure and the other is a training degeneration bug on flash_attention_3." + "reason": "FlashAttention failure on Ministral-3 is not the same as degenerate training with flash_attention_3." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Related model family, but distinct failures: one is a shape mismatch, the other a v5/Qwen3-VL-Moe loading breakage." + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a different model-family loading bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption is unrelated to gguf_file pretraining/model-loading breakage." + "reason": "Removed config API and gguf_file loading breakage are different issues." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and config type checking are unrelated code paths." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Different subsystems: unsafe sys.modules access in modeling_utils versus a small testing_utils bug." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Import failure in image_utils and a documentation/parameter-name mismatch are not the same issue." + "reason": "Missing image_utils import and a documentation parameter-name mismatch are not the same bug." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to a testing_utils bug." + "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are different runtime failures." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Different symptoms and models: Qwen3_5 infinite loop versus SAM3 LiteText memory overflow." + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to testing_utils." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache/chunked-prefill behavior is unrelated to mask pipeline final-batch handling." + "reason": "Generation cache missing in chunked_prefill and MaskGenerationPipeline final-batch dropping results are different problems." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and a specific model load failure are different bugs." + "reason": "TOKENIZER_MAPPING_NAMES None handling and loading physical-intelligence/fast are not clearly the same underlying defect." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM-related failures in different components: image processor method missing versus DSA indexer split behavior." + "reason": "Same broad GLM area, but different components and failure modes; not a duplicate." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video processor dependency handling is unrelated to max_shard_size behavior." + "reason": "AutoProcessor crash without torchvision is unrelated to max_shard_size behavior." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE divergence is a broad implementation mismatch, not the same as the DeepSeek-V4 comb transpose bug." + "reason": "DeepseekV3MoE divergence from remote implementation is distinct from the DeepSeek-V4 comb transpose bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a testing helper bug." + "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision for video loading and a mistral_common ReasoningEffort import error are distinct failures." + "reason": "Missing torchvision for video processors and missing ReasoningEffort import for Gemma 4 are different import/runtime issues." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "LayerNorm epsilon precision drift and GLM-5 RoPE implementation are different model internals." + "reason": "Both mention GLM-5-ish model internals, but the root causes are different: RMS norm epsilon vs RoPE implementation." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption is unrelated to the flash_attention.py s_aux=None crash." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "A distributed-training optimizer-state bug is not the same as quantization save/load corruption." + "reason": "Config deprecation/removal and flash_attention sink-less-model AttributeError are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but they reference different missing symbols from different modules and likely different fixes." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT and Liger Kernel not applied with model_init are separate training-path issues." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Offline-mode API requests and a missing embed_tokens weight are unrelated loading bugs." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Missing attention projections in qwen3next and a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig are different config/model issues." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Both are Qwen-family regressions, but they describe different failures and different affected model classes." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "A flaky integration test due to missing set_seed and a noisy logging message are not duplicates." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Tokenizer AddedToken argument duplication and tokenizer-mapping None handling are distinct bugs." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import-related, but they are different missing symbols from different parts of transformers." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Distributed optimizer-state corruption and quantization offloading issues are different problems, even if both involve training/loading." + "reason": "Both are import errors, but they are for different missing symbols in different packages and different code paths." } ] }, @@ -14968,16 +14882,14 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36683", "issue:38617", - "issue:42175", - "issue:42490", - "issue:42757", + "issue:42890", "issue:42907", "issue:43012", "issue:43064", @@ -14986,34 +14898,37 @@ "issue:43208", "issue:43352", "issue:43502", - "issue:43526", "issue:43550", "issue:43582", "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", + "issue:44038", + "issue:44062", "issue:44077", "issue:44117", "issue:44162", + "issue:44315", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", + "issue:44410", "issue:44484", - "issue:44514", "issue:44655", - "issue:44683", "issue:44704", "issue:44936", "issue:44938", "issue:45103", + "issue:45375", "issue:45479", "issue:45584", - "issue:45600", "issue:45712", "issue:45753", + "issue:46050", "issue:46132", "issue:46172", "issue:46178", @@ -15022,11 +14937,20 @@ "issue:46421" ], "soft_pairs": [ + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:43097|issue:43873", "issue:44936|issue:46365", "issue:44704|issue:45103", "issue:43824|issue:43986", - "issue:44380|issue:46421", "issue:43986|issue:44117", + "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43066|issue:43906", "issue:43992|issue:44484", @@ -15042,246 +14966,244 @@ "issue:43352|issue:43976", "issue:44162|issue:46172", "issue:45584|issue:46365", - "issue:44077|issue:46365", "issue:44380|issue:46132", "issue:44380|issue:45479", + "issue:44077|issue:46365", "issue:43064|issue:44380", - "issue:44483|issue:44514", - "issue:36683|issue:43582", - "issue:42175|issue:46365", - "issue:43208|issue:43526", - "issue:43012|issue:44683", - "issue:42490|issue:43012", - "issue:42757|issue:43824", - "issue:38617|issue:43502", - "issue:45600|issue:46298" + "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "2a8ab0da914bb7c59138dda4146470745082e2c7f35c5066e4447a0eeab324ab", + "prepared_review_unit_hash": "1c72952b432b20a89b867488f71f3f46b3e8b71823ebf0cccf98509b6dd8cbeb", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36929, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of issues with only superficial title similarity; none of the suggested soft pairs appear to describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated import errors, trainer/runtime bugs, processor/model regressions, and backend-specific failures.", - "canonical_pr_reason": "No pull requests were provided in the cluster, so there is no canonical PR candidate.", - "best_issue_reason": "No single issue is a good global representative because the items do not share one concrete root cause.", - "best_pr_reason": "No PRs are present, so there is no global best PR candidate.", + "summary": "No soft pair looks like the same underlying bug or change. The set is a grab bag of unrelated issues across imports, model configs, training, attention backends, and logging, so there is no duplicate cluster to collapse.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are not duplicates of one another and do not share a common concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication; none of these issues can stand in for the others as the same underlying report.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different problems: FSDP2/PEFT optimizer state corruption vs. Liger Kernel not applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: removed tie_embeddings_and_encoder_decoder API vs. quantized model save/load regression." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unrelated: local_files_only still making requests vs. UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing projections and the other is a dropped config field; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen issues with different symptoms and code paths; not mergeable as one fix." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness vs. noisy logging; no shared underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both tokenizer-adjacent, but one is AddedToken argument collision and the other is TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config API vs. quantization offloading behavior; unrelated." + }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Both are training/import related only at a very high level; one is an evaluate-after-train failure, the other is an import conflict with datasets." + "reason": "trainer.evaluate() failure after training is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different code paths: AutoProcessor kwargs forwarding vs. auto_docstring annotation handling." + "reason": "Cached-file kwargs propagation vs. auto_docstring crash under future annotations; different subsystems." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Both are import/load issues, but one is a missing model class export and the other is a torchvision-dependent AutoProcessor crash." + "reason": "Importing a specific Qwen VL class vs. AutoProcessor crashing without torchvision; not the same bug." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation with chunked prefill." + "reason": "Vision-model/torchvision import issue vs. tokenizer mapping None; unrelated." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "One is about missing torchvision for video model loading; the other is tokenizer mapping returning None during from_pretrained." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. cache lazy init recompilation with chunked prefill; different code paths." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the tensorflow_text backend mapping error." + "reason": "Python 3.14 import/load failure vs. backend mapping error for tensorflow_text." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of a different issue." + "reason": "Wrong tokenizer decoder type vs. a separate isolated reproduction issue; no evidence they are the same defect." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weights in UMT5Encoder is unrelated to the 50GB default shard size question." + "reason": "Missing embed_tokens.weight vs. 50GB shard-size default question; unrelated." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs are unrelated to Bamba torch.compile SDPA failures." + "reason": "xLSTM training blockers vs. Bamba torch.compile SDPA failure; different models and failures." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation-task messaging is unrelated to saving Pipeline objects with save_pretrained." + "reason": "Pipeline translation warning text vs. inability to save Pipeline objects; different bugs." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compile warning is not the same failure as Bamba SDPA compile breakage." + "reason": "Compile warning on bfloat16 vs. a concrete compile failure on Bamba SDPA; not the same issue." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy pt object cleanup/check_repo failures are unrelated to a noisy logging message." + "reason": "Leftover dummy classes vs. noisy logging message; unrelated maintenance issues." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models is a different persistence path than saving pipeline objects." + "reason": "Dequantized model save failure vs. pipeline save_pretrained failure; same broad API, different concrete bugs." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A PyTorch precision warning is unrelated to the tie_word_embeddings config warning in v5." + "reason": "Different warnings with different causes: PyTorch bfloat16 compile warning vs. tie_word_embeddings config warning." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and Qwen3_5 infinite-loop behavior are distinct problems." + "reason": "Saving dequantized models vs. Qwen3_5 infinite loop on a specific image; unrelated." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder behavior is unrelated to a generic noisy log message." + "reason": "Removed embeddings-tie API vs. noisy logging; no overlap in bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support and GPT2 attention scaling under SDPA/FlashAttention are different backend/model issues." + "reason": "Flash Attention unsupported for one model vs. GPT2 attention scaling ignored under backends; different concrete problems." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron Flash Attention support has nothing to do with Python version compatibility failures." + "reason": "Model-specific Flash Attention limitation vs. Python version compatibility regression; unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is unrelated to a deepseek-v4 tensor transpose/dtype bug." + "reason": "ESM2 breakage vs. deepseek-v4 tensor transpose bug; different code paths." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." - }, - { - "left": "issue:44077", - "right": "issue:46365", - "accept": false, - "reason": "patchtsmixer post_init policy is unrelated to importing Trainer with datasets installed." + "reason": "Whisper empty-transcription failure vs. Trainer import conflict with datasets; unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling under backend selection is unrelated to AttentionInterface.register changing registered-function behavior." + "reason": "Attention backend scaling bug vs. AttentionInterface.register behavior change; different APIs and symptoms." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling backend bug is unrelated to the zero-loss classification issue." + "reason": "Attention scaling issue vs. degenerate zero-loss classification bug; unrelated." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling being ignored." + "reason": "patchtsmixer post_init policy issue vs. Trainer import conflict; no shared underlying bug." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Qwen2_5_VLProcessor batched chat template crashes." + "reason": "Training optimizer-state corruption vs. GPT2 attention scaling under SDPA/FlashAttention; different subsystems." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are different model/runtime issues." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Missing TensorFlow in a torch install extra is unrelated to the Trainer import problem." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior do not share a concrete bug." - }, - { - "left": "issue:43012", - "right": "issue:44683", - "accept": false, - "reason": "A precision warning during compile is unrelated to compiled flex_attention failing on torch >= 2.9." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to bfloat16 compilation warnings." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration are separate import regressions." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "layer_type_validation import failure and local_files_only still making API requests are unrelated." - }, - { - "left": "issue:45600", - "right": "issue:46298", - "accept": false, - "reason": "Removed Sam3LiteText dummy config references are unrelated to a noisy logging message." + "reason": "Gemma3Config missing vocab_size vs. Apple Silicon TypeError in caching_allocator_warmup; unrelated." } ] }, @@ -15300,69 +15222,77 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:36010", "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", "issue:42757", "issue:42994", - "issue:43010", - "issue:43064", + "issue:43012", "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:43901", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", "issue:44077", "issue:44230", - "issue:44355", "issue:44380", "issue:44483", "issue:44485", - "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44855", + "issue:44683", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", - "issue:45278", "issue:45290", - "issue:45310", - "issue:45375", "issue:45593", + "issue:45600", "issue:45698", "issue:46077", "issue:46082", "issue:46172", - "issue:46202", "issue:46209", + "issue:46298", "issue:46365" ], "soft_pairs": [ + "issue:44483|issue:44514", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:42757|issue:43824", + "issue:45600|issue:46298", "issue:44038|issue:44230", "issue:45698|issue:46172", "issue:43618|issue:44380", "issue:43618|issue:43761", "issue:44483|issue:45290", "issue:43299|issue:43867", - "issue:44625|issue:46365", "issue:43066|issue:46209", + "issue:44625|issue:46365", "issue:36683|issue:43475", "issue:42994|issue:44655", "issue:43756|issue:44485", @@ -15373,255 +15303,240 @@ "issue:43611|issue:44655", "issue:36683|issue:44077", "issue:43867|issue:45216", - "issue:44625|issue:46077", "issue:43976|issue:44938", + "issue:44625|issue:46077", "issue:43352|issue:45593", "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:36683|issue:44625", - "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:44355|issue:44855", - "issue:43867|issue:46202", - "issue:43867|issue:45375", - "issue:44938|issue:45071", - "issue:36683|issue:43064" + "issue:36683|issue:44625" ], - "prepared_review_unit_hash": "43953f67d2701536715974bcd65b54d4c4664eef7fdb846aa1865d4fe4271520", + "prepared_review_unit_hash": "096fd27dff3d635b19d559d26b1b31b3be1d9e97ced6c12698617123d77606ed", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37393, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "soft_pair_count": 33, + "serialized_chars": 37132, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated import errors, config/load regressions, model-specific bugs, and API/documentation issues. No single issue cleanly represents the whole cluster, so all soft links should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is over-broad: the items are mostly unrelated Transformers issues that only share superficial wording (imports, save/load, config attributes, model-family regressions, warnings, etc.). None of the soft edges looks like the same underlying defect, so no duplicates should be merged here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster because the issues span many distinct bugs and code paths rather than one underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a strong cluster representative; the reports span unrelated code paths. If forced, 45278 is the broadest umbrella, but it is still too generic to serve as a reliable canonical.", + "best_issue_reason": "No global best issue: any choice would be arbitrary because the cluster is heterogeneous and not centered on one concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different layers and failures: chat/completions request validation vs batched `apply_chat_template` padding crash." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated dependency problems: torch-only install missing TensorFlow backend vs Trainer import conflict with datasets." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems and models: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A model path warning is unrelated to a bfloat16 compilation precision warning." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different issues: PyTorch warning during compile vs flex_attention compilation failure on newer torch." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import error for a utility symbol is not the same as unwanted network requests when `local_files_only=True`." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different packages/modules." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI breakage from stale auto-mappings is unrelated to a noisy logging message." + }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3.5-related, but one is a loading regression and the other is FP8 inference on B200; different failure modes and likely different fixes." + "reason": "Different model families and feature gaps: Qwen3-VL-Moe bug vs FP8 inference support request." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Saving/loading custom modules is unrelated to the deepseek-v4 dtype/transpose bug; same broad area, different code path." + "reason": "Save/load custom-module misresolution is unrelated to a DeepSeek tensor transpose bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both mention attention behavior, but one is missing CLIP attentions and the other is GPT2 attention scaling ignored under SDPA/FlashAttention; not the same bug." + "reason": "CLIP attentions missing and GPT2 attention scaling ignored are different code paths and symptoms." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same model family, but one is CLIP attentions not assigned and the other is hidden_states not returned; separate output regressions." + "reason": "Same broad model family, but not the same concrete bug: missing `attentions` vs missing `hidden_states`." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both involve chat flows, but one is /v1/chat/completions request validation and the other is apply_chat_template crashing on tool-call messages; different layers." + "reason": "API request rejection and chat-template tool-call crash are separate failures at different layers." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading-related, but one is a Qwen3VL-Moe compatibility issue and the other is a generic state_dict ordering problem; not the same underlying defect." + "reason": "Different loading failures: Qwen3VL-Moe regression vs state_dict sorting causing load errors." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "A config propagation bug for Qwen3.5 has nothing to do with importing Trainer being affected by datasets installation." + "reason": "Tokenizer decoder-type regression is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Wrong tokenizer decoder type and FP8 inference failure on B200 are unrelated bugs." + "reason": "Qwen3.5 config propagation bug has nothing to do with Trainer import resolution." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are attribute errors, but they hit different objects and fields in unrelated model code paths." + "reason": "Different missing attributes on different model objects; not the same bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different serialization bugs with different targets." + "reason": "Both involve saving, but one is quantized model saving and the other is pipeline serialization; different code paths." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is about Smollm3 layer behavior and the other is a GLM-5 implementation discussion; not the same concrete change." + "reason": "RoPE layer-count issue in Smollm3 is unrelated to GLM-5 RoPE discussion." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mentioning return_all_scores is unrelated to saving Pipeline objects." + "reason": "Documentation mismatch for `return_all_scores` is unrelated to pipeline `save_pretrained` failure." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is causal-vs-bidirectional attention masks; distinct bugs." + "reason": "Gemma4 embedding resize and Gemma4 attention-mask construction are different bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different dependencies." + "reason": "Different missing imports from different packages and different symbols." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support for NemotronHForCausalLM and GLM-5 GenerationConfig validation are unrelated." + "reason": "FlashAttention support limitation and invalid `GenerationConfig` are unrelated problems." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading regression and Pipeline save_pretrained failure are different code paths." + "reason": "Base-model-prefix loading regression is a different serialization path than pipeline save_pretrained." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config/model issues." + "reason": "Gemma3Config missing `vocab_size` and patchtsmixer `post_init` validation are unrelated config issues." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are save/load regressions, but one is state_dict ordering and the other is Qwen3.5 checkpoint saving; not the same bug." + "reason": "State_dict-sorting load error and Qwen3.5 checkpoint save corruption are different load/save regressions." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated." + "reason": "These are different Python-version compatibility problems, not the same failure." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both are Python-version compatibility problems, but for different versions and different failure causes." + "reason": "Qwen3.5 `num_labels` propagation and Gemma4 bidirectional attention are unrelated config bugs." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "A Flash Attention support issue and a D-FINE auxiliary-loss bug are unrelated." + "reason": "FlashAttention support and D-FINE auxiliary-loss behavior are different model-specific issues." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention masks and LlamaConfig head_dim validation are separate config/architecture issues." + "reason": "Gemma4 attention-mask construction is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-config-attribute reports, but they affect different model configs and fields." + "reason": "Missing `vocab_size` on Gemma3Config and missing `pad_token_id` on Llama4Config are different attribute regressions." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions not being assigned and Qwen3.5 save_pretrained corruption are unrelated regressions." + "reason": "CLIP output-field regression and Qwen3.5 checkpoint-save regression are unrelated." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both involve config fields, but they are different models, different attributes, and different behaviors." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Both are from_pretrained/loading problems, but they affect different model families with different symptoms." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption and a typo in cache strategies are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "A no_grad decorator issue for cache updates is unrelated to broad import errors after upgrading versions." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Optimizer argument handling and Trainer import blocked by datasets are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Both involve import/compile-time failures, but one is about running compiled Python files and the other is a Python 3.13 IndentationError from a script decorator/comment parsing issue." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Generic load-model state_dict ordering and Gemma pipeline roundtrip failure on \u2581 are unrelated." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "A generic loading bug is unrelated to a Qwen3.5MoeVisionConfig field being dropped by strict serialization." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Both are version-compatibility problems, but one is Python 3.14 load failure and the other is PretrainedConfig type-checking breakage in v5.4.0; different root causes." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "A Gemma3 config attribute bug is unrelated to the FSDP2 optimizer-state issue in Trainer.train()." + "reason": "Different config propagation bugs on different models; not the same issue." } ] }, @@ -15640,50 +15555,48 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", - "issue:42548", - "issue:42831", "issue:42890", "issue:43010", + "issue:43064", "issue:43065", - "issue:43232", - "issue:43299", "issue:43502", "issue:43575", "issue:43576", "issue:43618", "issue:43723", "issue:43867", - "issue:43874", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", "issue:44112", "issue:44222", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", "issue:44387", "issue:44485", + "issue:44492", "issue:44556", - "issue:44749", + "issue:44855", "issue:44857", - "issue:44961", + "issue:44938", "issue:44964", + "issue:45071", "issue:45125", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", @@ -15692,9 +15605,20 @@ "issue:45600", "issue:45850", "issue:46132", - "issue:46285" + "issue:46202", + "issue:46285", + "issue:46365" ], "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:36683|issue:43064", "issue:41669|issue:44246", "issue:42890|issue:45561", "issue:43010|issue:45850", @@ -15716,261 +15640,231 @@ "issue:44222|issue:45125", "issue:43010|issue:43065", "issue:43576|issue:46132", - "issue:42548|issue:44351", - "issue:43502|issue:44485", - "issue:45125|issue:45478", - "issue:44355|issue:44749", - "issue:30333|issue:33453", - "issue:45125|issue:45375", - "issue:43010|issue:43232", - "issue:43502|issue:44222", - "issue:30990|issue:31795", - "issue:43299|issue:44556", - "issue:43502|issue:44961", - "issue:42831|issue:43874", - "issue:30333|issue:36296" + "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "4b34442cc900b3735cca43b833fb2e1dbd346f9cac99b1ef7425d9f4d700d21c", + "prepared_review_unit_hash": "4b504f47a79a1f846a758bef3bc8b9144d374b6019cd86b24040d2c4972ef342", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37370, - "estimated_input_tokens": 9343, - "estimated_eval_tokens": 18942 + "soft_pair_count": 31, + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated transformer issues. The only strong duplicate-like pair is the import-time slowdown reports (#41669 and #44246); the rest overlap only at a broad subsystem level and should stay separate.", - "confidence": 0.72, - "canonical_issue_reason": "#41669 is the more concrete and earlier report for the import slowdown, with a specific suspected cause ('import *' in models) that can anchor the duplicate set.", + "summary": "The packet is still mostly heterogeneous, but it contains two real duplicate-like mini-clusters: the import-performance pair (41669/44246) and the near-identical Qwen3.5 MoE `from_pretrained` pair (45310/45478). Most other pairs remain different bugs or different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44246 is the clearest anchor for the import-performance duplicate pair with 41669; the Qwen3.5 reports form a separate near-identical pair rather than changing that canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "#41669 is the best representative issue because it names a likely root cause, is actionable, and also matches the broader user-facing symptom in #44246.", + "best_issue_reason": "issue:45278 is still the best global representative for the heterogeneous cluster because it captures the broad \"many import errors after upgrade\" theme without implying the whole packet is one duplicate chain.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are model-loading complaints, but they hit different models and different failures: missing checkpoint key vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer no_grad decoration is unrelated to the broad import-error regression after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored is unrelated to an import-time failure caused by datasets interaction." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention loading/import problems, but the roots differ: compiled-file errors vs a Python 3.13 `torch.jit.script` parse issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict ordering load error and a Gemma pipeline roundtrip issue are different code paths and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load failure and missing Qwen3.5 vision config field are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are distinct regressions." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` is unrelated to the FSDP2/PEFT optimizer-state issue." + }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Same underlying problem: slow `import transformers` / import-time bloat. #41669 gives the concrete cause; #44246 is the user symptom report." + "reason": "These describe the same import-performance problem: 44246 reports slow imports, and 41669 identifies the import-* cause and fix direction." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are flaky tests, but they describe different failure mechanisms: missing `set_seed()` vs xdist race on `captured_info.txt`." + "reason": "A flaky test due to missing `set_seed` is unrelated to an xdist race on `captured_info.txt`." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "`@torch.no_grad` on cache/layer updates is a narrow generation bug; the other is a broad complaint that many models break." + "reason": "Cache update no_grad behavior and a vague \"many models break\" complaint are not the same concrete bug." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model-loading failures on different model families and different missing keys; not the same code-path bug." + "reason": "Both are loading errors, but they concern different model paths and different missing keys/error surfaces." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization/loading, but one is a sorted-state_dict load issue and the other is incorrect visual-encoder keys on save_pretrained." + "reason": "Load failure from sorted `state_dict` and incorrect visual-encoder keys on save_pretrained are different directions and different bugs." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Completely unrelated: generation/cache mutation vs Python version compatibility." + "reason": "Cache update no_grad behavior and Python-version compatibility are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM on loading a specific model." + "reason": "Tensor-parallel training bug and tensor-parallel OOM while loading a specific model are not the same concrete issue." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different models and failures: missing attentions output vs an invalid optional `post_init` for patchtsmixer." + "reason": "CLIP attentions assignment and `patchtsmixer` post_init validity are unrelated model-specific regressions." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Unrelated import errors: missing PyTorch for AutoModel vs tokenizer loading regression." + "reason": "AutoModel missing PyTorch and tokenizer-loading regression are different startup failures." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but one is about attentions not being assigned and the other is a structure mismatch in CLIP text models." + "reason": "Both touch CLIP internals, but one is missing attentions assignment while the other is an inconsistent `.text_model` structure change." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "No shared bug: CLIP attentions regression vs an AMP/CUDA crash in LwDetrImageLoss." + "reason": "CLIP attentions and an AMP/CUDA crash in LwDetrImageLoss are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different topics entirely: DSA indexer activation choice vs DeepSeekV3 implementation divergence." + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "One is offline-loading behavior (`local_files_only` ignored); the other is an `AddedToken` argument conflict." + "reason": "`local_files_only` still making network requests and `AddedToken` special-argument duplication are different tokenizer/loading issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Unrelated model/test areas: SamHQ integration flakiness vs Phi-4 multimodal loading failure." + "reason": "A flaky SamHQ test and a Phi-4 multimodal loading regression do not share the same underlying cause." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test issues, but they affect different models and different causes." + "reason": "Seed-related test flakiness and a stale device-override CI failure are unrelated test bugs." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different bugs: seed-related test instability vs stale auto-mapping references in CI." + "reason": "Missing `set_seed` in SamHQ tests and stale auto_mappings references are unrelated CI issues." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading in v5 and the other is checkpoint reload after upgrading from v4.57; not the same concrete bug." + "reason": "Both are v5 loading regressions, but one is tokenizer-specific and the other is checkpoint reload compatibility; too different to merge." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different failure modes: int4 quantization memory growth vs model reload incompatibility after upgrade." + "reason": "CUDA reserved-memory/OOM under int4 quantization is unrelated to reloading a v4.57 checkpoint on v5.2/v5.3." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Same broad Qwen/MoE area, but save_pretrained on FP8 and missing `_tp_plan` for tensor parallelism are different bugs." + "reason": "FP8 save_pretrained behavior for MoE and missing tensor-parallel plan for Qwen3_5MoeForConditionalGeneration are different problems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Unrelated: generation/update no_grad concern vs a dummy Conv2d in Sam3PixelDecoder." + "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Both are v5 API regressions, but they affect different commands/APIs and are not the same underlying bug." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Different top-level import failures for different symbols; no evidence they share one root cause." + "reason": "Broken `transformers env` command and `AttentionInterface.register` behavior change are separate issues." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Unrelated issues: offline download behavior vs GLM-5 RoPE implementation." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained failure; too little evidence they are the same bug." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Completely unrelated: compiled Python file errors vs slower filtering after upgrading transformers." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "Different problems: MLflow reporting on failed jobs vs tokenizer loading regression." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Different schema/config problems: missing tensor-parallel plan vs a missing vision-config field dropped by strict parsing." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both involve generation internals, but one is about `no_grad` on cache updates and the other about `_update_model_kwargs_for_generation` after `sync_gpus`." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "No common bug: local offline loading vs FP8 MoE save_pretrained behavior." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Unrelated: Sentence Transformers loading hang vs documentation confusion about forward inputs." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Both mention loading/version issues, but they involve different model families and different failure points." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "`local_files_only` being ignored is unrelated to the placeholder 'racoon' issue." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "Different multimodal/FP8 accuracy topics and different code paths." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "No relation between MLflow failure reporting and tensor-parallel training bugs." + "reason": "Network access despite `local_files_only` and GLM-5 RoPE implementation discussion are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (#41669/#44246) is well supported by the issue titles and relation, and the remaining soft-edge rejections avoid overclaiming shared root causes." + "accept": false, + "feedback": "The summary overstates the uniqueness of the import-performance pair. The packet also contains a near-identical duplicate-like pair: issue:45310 and issue:45478 have the same Qwen3.5 MoE from_pretrained error title and are much closer to a true duplicate than several pairs the analyst discussed. Because the conclusion says there is only one strong duplicate-like pair, it is not fully grounded in the packet. The rest of the soft-edge rejections are mostly conservative, but the top-line assessment needs to acknowledge the Qwen3.5 pair." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15983,61 +15877,72 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:27957", + "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", "issue:42548", "issue:42757", - "issue:43525", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", "issue:43526", - "issue:43572", "issue:43576", "issue:43673", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", + "issue:44351", "issue:44355", "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44556", "issue:44623", "issue:44655", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", - "issue:45362", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45753", - "issue:45850", - "issue:46095", + "issue:45478", "issue:46143", "issue:46144", "issue:46209" ], "soft_pairs": [ + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:43827|issue:44961", "issue:44355|issue:44655", @@ -16050,275 +15955,259 @@ "issue:31795|issue:38617", "issue:44961|issue:45468", "issue:43576|issue:44938", - "issue:41628|issue:42548", "issue:44222|issue:44230", - "issue:44908|issue:44961", "issue:44485|issue:44961", + "issue:44908|issue:44961", "issue:46143|issue:46144", + "issue:41628|issue:42548", "issue:36296|issue:43901", "issue:44315|issue:46209", "issue:36296|issue:43526", "issue:43673|issue:44492", - "issue:44623|issue:45230", - "issue:45362|issue:45850", - "issue:44273|issue:45542", - "issue:44230|issue:46095", - "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:44273|issue:45003", - "issue:43576|issue:44556", - "issue:44393|issue:45753", - "issue:43525|issue:45850", - "issue:44556|issue:45092", - "issue:41669|issue:43673", - "issue:43572|issue:45850", - "issue:44492|issue:45850" + "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "cb637c600195908565a265cf33c8da2061f731389b0f0c66e250428a52ea5d98", + "prepared_review_unit_hash": "00f055722ccebd186cb87224690320796d0da482f77157f0ccdb52f47e2194c5", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37283, - "estimated_input_tokens": 9321, - "estimated_eval_tokens": 18898 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly not duplicates; they span unrelated regressions across imports, model loading, docs, tokenizers, tensor parallelism, and model-specific bugs. The only clear commonality is broad Transformers v5 breakage, which is too coarse to merge as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models'), so it is the closest representative of the overall v5-regression cluster, though it is too generic to be a strong duplicate target.", + "summary": "This cluster is mostly noisy: the paired items are largely different bugs, with only one pair plausibly describing the same Qwen3.5 MoE loading regression. The broader set trends toward v5 regressions, import/load failures, and model-specific breakages, but not one clean duplicate group.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43576 is the broadest representative of the cluster\u2019s v5 regression theme, but this is not a clean duplicate umbrella because most items are unrelated or only loosely similar.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 best captures the overall theme across the set: broad post-v5 compatibility regressions. It is the most cluster-central issue, even if it is not a precise bug report.", + "best_issue_reason": "Issue 43576 is the best single issue to represent the cluster because it is a user-visible v5 breakage with some external references and sits near the center of the version-regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Both are compatibility regressions, but one is about compiled Python files and the other is a PretrainedConfig type-checking failure; different code paths and fixes." + "reason": "Both are import errors, but they involve different symbols and likely different export paths; not enough evidence of the same bug." }, { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Documentation mentioning pipeline() and a random 'racoon' issue are unrelated; no shared bug or change." + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE loading path in v5.4.x; the from_pretrained error plausibly comes from the missing tensor-parallel plan regression." }, { "left": "issue:44355", - "right": "issue:44655", - "accept": false, - "reason": "Compiled-file errors and Pipeline.save_pretrained problems are different runtime behaviors with different fixes." - }, - { - "left": "issue:33453", - "right": "issue:34689", - "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and likely different failure points." - }, - { - "left": "issue:44315", - "right": "issue:44360", + "right": "issue:44749", "accept": false, - "reason": "Liger Kernel application in model_init and the DSA indexer/ReLU discussion are unrelated." + "reason": "Different surfaces: one is compiled Python file errors, the other is a slowdown after upgrade." }, { - "left": "issue:27957", + "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and tokenizer loading regression are different problems." + "reason": "MLFlow reporting on failure vs tokenizer loading regression; unrelated bugs." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Top-level huggingface_hub import error and the transformers env command bug are different issues." + "reason": "Both are Qwen3.5 MoE related, but one is _tp_plan/tensor parallelism and the other is a missing config field; different bugs." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Broken env command and PretrainedConfig type-checking regression are not the same bug." + "reason": "Both touch generation/caching, but one is about no_grad decoration and the other is about update_model_kwargs_for_generation after sync_gpus." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "A broken env command and a Qwen2.5-VL import error are unrelated." + "reason": "local_files_only network leakage vs FP8 save_pretrained for MoE; different code paths." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Confusing forward docs and missing layer_type_validation import are different concerns." + "reason": "Loading hang vs documentation confusion; not the same underlying problem." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "No meaningful overlap; one is a placeholder title, the other is a Gemma-4 audio positional-encoding bug." + "reason": "Both are version-related load failures, but one is Qwen3VL MoE specific and the other is generic checkpoint reload after upgrade." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." + "reason": "Network access bug vs an unrelated issue with no clear shared code path." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Both are import errors, but for different symbols; without stronger evidence they are not the same underlying bug." + "reason": "Different multimodal/FP8 bugs with different model components and failure modes." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "One is about save_pretrained for FP8 MoE, the other about FP8 inference support; related area but different concrete failures." + "reason": "MLFlow job reporting vs tensor parallel training bug; unrelated." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated 'racoon' issue do not match." + "reason": "Compiled-file runtime errors vs PretrainedConfig type checking regression; different failures." }, { - "left": "issue:44485", + "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not duplicates." + "reason": "Docs still referencing pipeline() vs an unrelated issue with no evidence of the same bug." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Both concern RoFormer, but one is about kwargs propagation and the other about using the attention interface; different code-path problems." + "reason": "Compiled Python file errors vs save_pretrained on Pipeline objects; different issues." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Tensor parallel training and pipeline documentation about return_all_scores are unrelated." + "reason": "Tokenizer loading regression vs model loading breakage for a specific vision model; not the same bug." }, { "left": "issue:44315", - "right": "issue:46209", + "right": "issue:44360", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are separate feature/bug areas." + "reason": "Liger Kernel application issue vs a DSA indexer discussion; unrelated." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:27957", + "right": "issue:33453", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction are unrelated." + "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer loading regression; different areas." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Chunked-prefill cache regression and a typo in cache strategies are not the same bug." + "reason": "Missing import from huggingface_hub vs broken transformers env command; too different to merge." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Missing files in processor.save_pretrained and a generic bug report are not enough to establish duplication." + "reason": "env command breakage vs Qwen2_5_VL import error; only broad v5 similarity, not the same bug." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "A Qwen3.5-35B chat crash is a specific model issue, while 45850 is a broad v5 complaint." + "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are unrelated." + "reason": "No meaningful evidence tying these together; different model/features." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "FP8 inference support and a weight-conversion script question are not the same issue." + "reason": "Broken env command vs Python 3.14 load failure; different symptoms and likely different fixes." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen MoE, but one is a broad transformers-v5 bug report and the other is a tensor-parallel _tp_plan omission." + "reason": "FP8 save_pretrained bug vs FP8 inference/support request; related theme but not the same concrete defect." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Qwen3-VL bounding-box output issues and PretrainedConfig type-checking are unrelated." + "reason": "GLM-5 RoPE implementation issue vs unrelated issue; no shared bug surface." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Lazy loading and unsafe sys.modules access are different internals and different failures." + "reason": "Scheduler kwargs bug vs unrelated item; not the same problem." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility after v5 upgrades are distinct regressions." + "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; not the same fix." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Both involve Qwen3_5 vision behavior, but one is bounding-box output hallucination and the other is an infinite loop on a specific image." + "reason": "Both are top-level import errors, but for different symbols and likely different export failures." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 regression umbrella." + "reason": "Tensor parallel training bug vs pipeline docs mismatch; unrelated." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Checkpoint reload after v5.2/v5.3 and remote-code model incompatibility with meta init are separate compatibility problems." + "reason": "Liger Kernel/model_init vs FP8 inference on B200; different hardware/model issues." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Import-star cleanup/performance and chunked_prefill cache missing are not the same code-path problem." + "reason": "Tensor parallel training vs BeitImageProcessorFast reduce_labels bug; different components." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific model-config bug, not the generic v5 complaint." + "reason": "Generation cache missing vs a cache-strategies typo; one is a functional bug, the other appears to be wording/metadata." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "A typo in cache strategies is unrelated to the broad 'many models break' report." + "reason": "Processor.save_pretrained missing files vs a generic bug report with no concrete shared code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is cautious and broadly grounded in the packet: it treats the cluster as noisy, avoids claiming a clean umbrella duplicate set, and the selected representative issue is supported by the v5 breakage wording and inbound references. The one accepted soft edge is also reasonably conservative because both issues concern Qwen3.5 MoE loading in v5.4.x, with no stronger claim than plausibility." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16330,31 +16219,28 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ - "issue:31515", "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", - "issue:43298", "issue:43352", "issue:43408", - "issue:43502", - "issue:43519", + "issue:43525", + "issue:43572", "issue:43576", - "issue:43606", - "issue:43704", + "issue:43673", "issue:43827", "issue:43976", + "issue:44038", "issue:44077", + "issue:44230", "issue:44246", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -16362,34 +16248,50 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", - "issue:44623", + "issue:44556", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", + "issue:45092", + "issue:45125", "issue:45230", "issue:45278", "issue:45310", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", + "issue:45542", + "issue:45753", "issue:45850", - "issue:46018", "issue:46095", - "issue:46172", "issue:46218", "issue:46328" ], "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:41669|issue:43673", + "issue:43572|issue:45850", + "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:42890|issue:44908", "issue:43408|issue:44315", + "issue:42890|issue:44908", "issue:44297|issue:45230", "issue:44295|issue:45230", "issue:44246|issue:44273", @@ -16413,310 +16315,288 @@ "issue:44360|issue:45468", "issue:44655|issue:44861", "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:46018|issue:46172", - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31515|issue:31795", - "issue:43704|issue:44485", - "issue:44485|issue:45468", - "issue:43298|issue:46095", - "issue:45850|issue:46218", - "issue:42371|issue:43704", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:43606|issue:45468", - "issue:44263|issue:45468" + "issue:43576|issue:46218" ], - "prepared_review_unit_hash": "ee9ab40aa423f6c105bf01e61ded34ad0e55b6b4c9bccae83902a80500bf76a5", + "prepared_review_unit_hash": "2b625651b199ddfea947f413d8a99bc239f3d529e0ee8f5f2c20f9edc4f1c8ac", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 40480, - "estimated_input_tokens": 10120, - "estimated_eval_tokens": 20496 + "soft_pair_count": 42, + "serialized_chars": 39683, + "estimated_input_tokens": 9921, + "estimated_eval_tokens": 20098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. A few items share broad themes like loading/import regressions or API breakage, but none of the soft pairs look like the same concrete bug/change closely enough to merge.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 45278 is the most representative broad regression report in the set: it describes widespread import/load breakage after upgrading Transformers, which best matches the cluster\u2019s general theme better than the narrower or more specific reports.", + "summary": "This cluster is heterogeneous: most items are separate v5 regressions, model-specific compatibility bugs, or documentation/performance issues. I did not find any soft pair that looks like the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is concrete, version-specific, and captures the broadest user-facing failure mode among the listed issues.", + "best_issue_reason": "issue:45850 is the broadest umbrella for the many v5 breakage reports, but it is too vague to serve as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45278", + "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Both are broad complaints about version breakage, but they do not describe the same concrete failure path or a single fixable bug." + "reason": "Different problem scope: a Qwen3.5 chat crash vs a generic 'v5 breaks too many models' complaint." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + "reason": "Lazy-loading behavior and a TensorFlow backend import error are unrelated symptoms and code paths." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "One is about import * performance overhead, the other about a missing import/module error for a specific model; different problems." + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight-conversion question." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + "reason": "Both mention Qwen models, but one is a general v5/Qwen3-VL-Moe bug and the other is a missing tensor-parallel plan for a specific class." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Model-type mismatch warnings and Liger kernel application in model_init are different bugs." + "reason": "A Qwen3-VL bounding-box output bug is not the same as a PretrainedConfig type-checking regression." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "A tokenizer save_pretrained metadata mismatch is not the same as an unspecified generic bug report." + "reason": "Lazy loading not working and unsafe sys.modules access are different internal issues." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "A position_ids buffer read error is not the same as an unspecified generic bug report." + "reason": "A broken env command is not the same as checkpoint reload incompatibility after a version upgrade." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Import taking long sometimes and lazy loading not working properly are related only at a very broad performance level, not the same bug." + "reason": "Both involve Qwen vision models, but the reported failures are different concrete bugs." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Flash Attention 2 support for Nemotron and Qwen3-VL 2D bbox output errors are unrelated." + "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage complaint." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "A broken env command and scheduler kwargs handling are unrelated." + "reason": "Both are upgrade incompatibilities, but one is generic checkpoint reload and the other is remote-code meta-init with InternVL2." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bbox errors are unrelated." + "reason": "Import-time slowdown from import * removal is unrelated to a missing GenerationMixin cache during chunked prefill." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Scheduler kwargs ignored and PretrainedConfig type-checking breakage are different issues." + "reason": "A missing pad_token_idx in StableLmConfig is a specific config regression, not the generic v5 breakage report." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + "reason": "A typo in cache strategy docs/API text is not the same as a broad model-breakage complaint." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "Both touch import behavior, but one is an import-time performance regression and the other is an import/export availability problem for a specific symbol." + "reason": "General import errors after upgrade are broader than the very generic v5 breakage report, but not the same underlying bug." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor padding inefficiency are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated documentation/API topics." }, { "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Import performance overhead and a testing_utils bug are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "Both mention broad version breakage, but they do not point to the same underlying defect." + "reason": "Import-time performance regression is different from a missing model import symbol." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Different Qwen3-VL / Qwen3.5-MoE failures with different code paths and symptoms." + "reason": "A model-type mismatch warning is unrelated to Liger Kernel not being applied with model_init." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Python support issues and a specific missing model import are unrelated." + "reason": "Missing set_seed in tests and scheduler kwargs being ignored are unrelated bugs." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Optional post_init support and tied-weight key handling are different code paths." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Documentation references to pipeline and scheduler kwargs handling are unrelated." + "reason": "A position_ids buffer access error is a specific runtime bug, not a generic placeholder issue." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Documentation confusion in model.forward and tokenizer loading regression are different issues." + "reason": "Import slowness and lazy-loading failure are related in theme but not clearly the same concrete bug." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Liger kernel application with model_init and flash_attention_3 training degeneration are different bugs." + "reason": "Unsupported Flash Attention 2.0 for Nemotron is unrelated to Qwen3-VL bounding-box hallucinations/errors." }, { "left": "issue:43576", - "right": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Broken env command and lazy loading malfunction are not the same underlying bug." + "reason": "A broken env command and an inverse_sqrt scheduler kwargs bug are different subsystems." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "A generic bug report does not establish the same concrete from_pretrained regression for Qwen3.5 MoE." + "reason": "Python-version compatibility breakage is unrelated to a Qwen3-VL output bug." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "A missing ReLU in the DSA indexer and Gemma-4 audio positional encoding are unrelated." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct code paths." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Pipeline save_pretrained and tied weight key handling are unrelated." + "reason": "AutoProcessor cached_file kwargs passthrough is unrelated to scheduler kwarg handling." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Lazy loading behavior and scheduler kwargs handling are unrelated." + "reason": "Import-time performance regression is not the same as a missing exported HybridCache symbol." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Broken env command and a specific import failure for Qwen3_5ForCausalLM are unrelated." + "reason": "Cache-strategy wording and SequenceFeatureExtractor.pad performance are unrelated." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "DeepSeek-V4 gating logic and a weight-conversion/transposition issue are different bugs." + "reason": "A model import slowdown is unrelated to a testing_utils bug." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:45850", "accept": false, - "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are unrelated." + "reason": "Python version support problems are not the same as generic model breakage after v5." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + "reason": "Two Qwen-related bugs, but one is a vision bounding-box issue and the other is a from_pretrained error." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Import-time overhead from import * and VRAM leakage in dataloader threads are unrelated." + "reason": "Python compatibility and a missing model import are different failures." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Forward-doc confusion and a model-loading regression for Llama 3.2 Vision are unrelated." + "reason": "Optional post_init validation and tied-weight-key attribute handling are unrelated." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "Slow checkpoint loading and confusing forward documentation are unrelated." + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "VRAM leak and RoPE implementation are unrelated." + "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Both are model-specific math/positioning issues, but they concern different architectures and code paths." + "reason": "Liger Kernel application with model_init and Flash Attention 3 degenerate training are different issues." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Continuous batching for audio models and a deepseek-v4 weight conversion question are unrelated." + "reason": "Broken env command and lazy loading failure are different problems." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Generic version breakage and a specific module import failure are not the same bug." + "reason": "A generic bug report cannot be treated as the same concrete issue as a Qwen3.5 Moe from_pretrained failure." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "TF32 behavior settings and VRAM leakage are unrelated." + "reason": "A ReLU omission in a DSA indexer is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "local_files_only network requests and timestamp calculation are unrelated." + "reason": "Saving Pipeline objects and tied-weight-key crashes affect different APIs." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "Lazy loading issues and scheduler kwargs issues are unrelated." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "A torch.split return-value issue and Gemma-4 audio positional encoding are unrelated." + "reason": "A broken env command is unrelated to a missing model import." } ] }, @@ -16735,33 +16615,43 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-451", + "cluster_id": "cluster-10000-452", "nodes": [ "issue:30333", "issue:31515", + "issue:31795", "issue:33453", + "issue:34689", "issue:36296", "issue:37934", "issue:38617", + "issue:41669", + "issue:42371", "issue:42913", "issue:42936", "issue:43066", "issue:43240", "issue:43298", "issue:43352", + "issue:43502", + "issue:43519", "issue:43525", "issue:43572", + "issue:43606", "issue:43618", "issue:43668", + "issue:43704", "issue:43717", "issue:43813", "issue:44031", "issue:44230", "issue:44261", + "issue:44263", "issue:44351", + "issue:44485", "issue:44492", "issue:44623", "issue:44861", @@ -16773,10 +16663,28 @@ "issue:45468", "issue:45850", "issue:46018", + "issue:46095", "issue:46144", + "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", "issue:44261|issue:45468", "issue:44351|issue:46218", "issue:43352|issue:46218", @@ -16809,220 +16717,316 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "6e35a566724d614422a5c0c0775a014d1f2f33338656e2f6ac70a0bd90a63eff", + "prepared_review_unit_hash": "b1d92421c05a07132f863c169a998b5abe3f85dee2258e8d4bfe1b04f46a0244", "component_budget": { - "node_count": 451, - "item_count": 451, - "soft_pair_count": 1666, - "serialized_chars": 862673, - "estimated_input_tokens": 215669, - "estimated_eval_tokens": 431594 + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 }, "budget": { - "node_count": 35, - "item_count": 35, - "soft_pair_count": 31, - "serialized_chars": 28698, - "estimated_input_tokens": 7175, - "estimated_eval_tokens": 14606 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic bucket of unrelated Transformers issues, many around v5 regressions, tokenizer/config/import errors, and a few model-specific bugs. I do not see any soft-edge pair that is the same underlying bug/change, so no duplicate merge is warranted.", - "confidence": 0.18, - "canonical_issue_reason": "No single issue clearly represents a duplicate set. If forced to pick an umbrella, issue 45850 is the broadest v5-regression summary, but it is too vague to be a true canonical duplicate.", + "summary": "This cluster is a grab-bag of distinct Transformers regressions, loading issues, tokenizer/model-specific bugs, and a few docs/typo reports. I don\u2019t see any soft edge that clearly describes the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the closest thing to a cluster umbrella because it broadly describes multiple breakages after 5.0, but it is still too generic and not a concrete bug report.", + "best_issue_reason": "issue:45850 is the broadest umbrella report about many models breaking in v5, so it\u2019s the best representative for the cluster, but it\u2019s too vague and high-level to be a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is about shared expert gating and the other is a specific tensor transpose/conversion bug; different code-path failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math vs scheduler kwargs handling are unrelated subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue and a VRAM leak in Qwen3ForCausalLM are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward args is not the same as a model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs confusing forward docs are different problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads and RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different feature areas." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5-breakage complaint is not the same concrete bug as a specific missing-module import error." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and a VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different model components and failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling in GLM-MoE is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are different bugs." + }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different model families and different failures: MLA layernorm epsilon precision issue vs Gemma-4 audio positional encoding." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio RoPE/positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different code paths." + "reason": "Both are import errors, but they affect different symbols/modules and likely different causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support gating for Nemotron is unrelated to Qwen3_5 import failure." + "reason": "Flash Attention support gating for Nemotron is unrelated to a missing Qwen3_5 module import." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer/v5, but one is a broad behavior change and the other is a specific decoder-type bug." + "reason": "Both concern tokenizer v5 behavior, but one is a generic behavior difference and the other is a specific decoder-type bug; not enough to prove same root cause." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs bug and an unrelated spam/unemployment report are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is not the same as the other issue." + "reason": "Cache-strategy typo vs unrelated spam issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the other issue." + "reason": "CLIP output attentions regression is unrelated to the spam issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "One is unrelated noise; the other is a broad v5 breakage complaint, not the same bug." + "reason": "The latter is a broad regression report; the former is unrelated and not a technical duplicate." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." + "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 loading failure is unrelated to the other issue." + "reason": "Python 3.14 load failure is unrelated to the spam issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is not the same as the tied-weights AttributeError." + "reason": "Llama4Config pad_token_id attribute error and tied-weight key handling are distinct bugs." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an import error are distinct problems." + "reason": "Slow checkpoint loading vs missing layer_type_validation import are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to tied-weight key handling." + "reason": "StableLmConfig pad_token_idx regression and tied-weight key crash are different issues." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen support request and processor.save_pretrained missing files are different issues." + "reason": "FP8 support request and missing processor save files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint loading speed." + "reason": "MLFlow job status reporting on failed training is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load performance and tensor-parallel training bug are different code paths." + "reason": "Checkpoint loading speed and tensor-parallel training bug are different problems." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5, but one is FP8 support and the other is a from_pretrained error." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Tokenizer loading regression and slow checkpoint loading are not the same bug." + "reason": "Slow checkpoint loading and tokenizer loading regression differ in scope and symptom." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and Qwen FP8 support are unrelated feature gaps." + "reason": "Continuous batching audio-model support and FP8 inference support are unrelated feature requests/bugs." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface are unrelated." + "reason": "init_weights behavior in Mamba/Mamba-2 and RoFormer attention-interface usage are unrelated model implementations." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Mask2former ignore_value misuse and DeepSeek-V4 shared-expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT type-hint issue is not the same as a tokenizer regex warning regression." + "reason": "Incorrect config type hint and tokenizer regex warning are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Missing ignore_value usage and kwargs not forwarded to loss are different bugs." + "reason": "Mask2former ignore_value handling and kwargs not passed to loss are different issues." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and attention-interface implementation are unrelated." + "reason": "Loss kwargs propagation and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value and tokenizer regex warnings are unrelated." + "reason": "Mask2former ignore_value bug and tokenizer regex warning are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "No shared concrete code path; these concern different models and subsystems." + "reason": "Different models and code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value handling and a typo in quantization_operation are unrelated." + "reason": "Ignore_value misuse and a typo in quantization conversion are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing are different issues." + "reason": "Loss kwargs handling and a config type-hint typo are not the same bug." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correctness and a typo in a different conversion path are unrelated." + "reason": "Different kinds of defects: type hint vs typo in conversion attribute path." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm-vs-RMS-norm question is unrelated to ModernBERT type hints." + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to a config type-hint issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value regression is unrelated to ModernBERT norm_eps typing." + "reason": "Mask2former ignore_value and ModernBERT config typing are unrelated." } ] }, @@ -17041,8 +17045,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17055,52 +17059,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "54197fcb28536a2fd1ffcb9cf3a0f00b47035485b9600c883a179650c2382d1a", + "prepared_review_unit_hash": "1e5125bcc0afa4dd9bf4e1b6ac985c2348e62bdc7315089d580543ce5fd0f462", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated: one requests a truncation direction option, one asks for ReduceLROnPlateau-like behavior, and one asks for Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "summary": "These three issues are unrelated feature requests: truncation-from-start behavior, ReduceLROnPlateau-like functionality, and Wav2Vec2 word offset timestamps. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and actionable of the three, but it is not a duplicate of the others; the set does not have a true canonical issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: tokenizer truncation behavior vs speech model word timestamp offsets. No shared underlying bug or change." + "reason": "Different topics and code paths: tokenizer truncation behavior vs Wav2Vec2 word timing offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Truncation direction option is unrelated to scheduler functionality. They do not describe the same code-path problem." + "reason": "Unrelated requests: truncation direction option vs learning-rate scheduler-style functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "ReduceLROnPlateau-like learning-rate scheduling and Wav2Vec2 word offsets are unrelated feature requests with no common fix." + "reason": "No shared underlying bug or change; one is about optimizer scheduling, the other about speech timestamp extraction." } ] }, @@ -17119,8 +17123,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17132,12 +17136,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "384eefda0f14500d1a557266bc1edb60747d80660f515c4532918daf2797d5d6", + "prepared_review_unit_hash": "e9827fbdcc80db6bb0558beaafaedc3dc28e872782463b5c100749c24dd941f9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17145,7 +17149,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17154,24 +17158,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to be duplicates. One is a tokenization mismatch report, one is a private-model download/auth error-message problem, and one is a generic model-loading failure. They overlap only at a very broad \u201cmodel loading\u201d level.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 16618 is the most broadly representative user-facing model-loading problem in the set, but it is not the same bug as the others.", + "summary": "This cluster is not a clean duplicate set: one issue is about Tapas tokenization, while the other two are about model loading/download failures. The two model-loading issues are only superficially similar from their titles, but the explicit private-model/login error does not match the generic BERT loading failure closely enough to merge confidently.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 16618 is the best representative of the cluster because it has the broadest, most generic symptom ('Can't load the model'), which is the closest match to the other model-loading report. However, it still does not clearly unify with the private-model/login issue, and it is unrelated to the tokenization issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the best single representative because it is the most general and likely to attract related reports about model load failures.", + "best_issue_reason": "Issue 16618 is the strongest standalone issue in the set: it is the most general and likely to be the main user-visible failure mode among the loading-related reports. Issue 15980 is more specific, and 13244 appears unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization output differing from TensorFlow code is a different problem from a model-loading failure; they do not describe the same underlying bug." + "reason": "Different subsystems and failures: Tapas tokenization vs model loading. No indication they share the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/auth error messaging is distinct from a public-model load failure for bert-base-uncased; same subsystem, but not the same concrete bug." + "reason": "Both involve loading models, but one is specifically a private-model download/login error and the other is a generic inability to load bert-base-uncased. That is too weak to treat as the same concrete bug." } ] }, @@ -17190,8 +17194,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17201,7 +17205,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "2efb6e4b5efdb291817269558e43e6149f20e6607770ff3195414d1a7f0bc5e6", + "prepared_review_unit_hash": "b4470bc1e30d2401d4b5257803ad94c8c7e60fc1b7c98bbb3c94b27c16e0a308", "component_budget": { "node_count": 2, "item_count": 2, @@ -17223,18 +17227,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests in the same broad area but about different capabilities: Flash Attention 2 support vs GGUF support. They are not the same underlying issue and should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue for this pair: the titles and contexts point to different community contributions and different target features.", + "summary": "These are two unrelated community contribution feature requests: one for Flash Attention 2 support on more architectures, and one for GGUF support on more architectures. They share a broad pattern of \u201cadd support for more architectures,\u201d but they are different code paths and different changes.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 26350 is slightly more central only because it is older and has more discussion, but it is not a duplicate of 33260.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features: Flash Attention 2 support and GGUF support are unrelated changes, even though both mention more architectures." + "reason": "Both are support-expansion requests, but they target different features (Flash Attention 2 vs GGUF) and would not be the same underlying bug/change." } ] }, @@ -17253,8 +17257,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26413-2", "nodes": [ @@ -17264,7 +17268,7 @@ "soft_pairs": [ "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "91079937912b4a442a7484065fc7f6b56cde87556d417b128bc89537a9244ecf", + "prepared_review_unit_hash": "184fe38e5ddf5f0313b2157981cfdba69859d5275d1577e910c14db80b3e4414", "component_budget": { "node_count": 2, "item_count": 2, @@ -17286,18 +17290,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both concern training startup, but they describe different symptoms and likely different root causes. The `resume_from_checkpoint` report is a specific checkpoint/epoch-iterator failure, while the FineWeb SLM report is a broader training-not-starting problem. I would not merge them as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #26413 is the more specific, clearly scoped bug report with an explicit failure message and reproducible failure mode.", + "summary": "The two issues are not close enough to treat as duplicates: one is a concrete `resume_from_checkpoint` failure tied to an empty `epoch_iterator`, while the other is a broad report that FineWeb SLM training does not start. The second could have many causes, and there is no explicit shared code path or repro detail tying it to the first.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #26413 is the better canonical issue because it names a specific failure mode and error message, making it the more precise representation of the underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #26413 is the best representative because it names the exact error and code path, making it more actionable as a canonical tracking issue.", + "best_issue_reason": "Issue #26413 is the best issue to keep as the representative record since it is specific, actionable, and clearly identifies the code-path symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "The overlap is only at a broad 'training does not start' level. One is a checkpoint-resume epoch_iterator error; the other is a FineWeb SLM startup issue with no evidence it hits the same code path or is fixed by the same change." + "reason": "Reject: the titles suggest different symptom levels and no shared target or code-path evidence. `resume_from_checkpoint` failing with an empty epoch iterator is a specific checkpointing bug, while `FineWeb SLM Training doesn't start` is a broad training startup report that could stem from many unrelated causes." } ] }, @@ -17316,8 +17320,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17356,12 +17360,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "28c194230aa9d91f1472c416186ad25685a4fa487235ba5712eb98c0a71d5921", + "prepared_review_unit_hash": "73a37b4514a89844affc1ac87e72682b8e18c3961aa2f595ee94f0c619f435ae", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, + "serialized_chars": 13531, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17369,7 +17373,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, + "serialized_chars": 13531, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17378,166 +17382,163 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct i18n translation issues in different languages, which should not be merged. Only two tight duplicate sets stand out: the three identical placeholder-title issues, and the exact Thai-title pair.", - "confidence": 0.57, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of i18n doc-translation issues that are only superficially similar. The language-specific requests are clearly distinct, and the repeated placeholder titles are too ambiguous to merge without body or diff evidence.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical duplicate is clear: the cluster mixes distinct language translation requests with several generic/template-like issues that may only appear similar in title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the clearest concrete, language-specific open request in the cluster; it\u2019s representative of the real translation-task issues even though the cluster is not a single duplicate set.", + "best_issue_reason": "issue:43834 is the best representative of the generic template-style subset, but it is not strong enough to treat as a confirmed duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation request; same i18n theme but not the same language/task." + "reason": "Different translation request context; the visible title indicates a specific Turkish docs translation versus a generic placeholder issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language, so these are separate issues." + "reason": "Different translation request context; Turkish-specific versus a separate placeholder-style request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Real Turkish request vs generic placeholder title; not the same issue." + "reason": "The specific Turkish translation issue is not the same underlying request as the generic placeholder issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language-specific translation requests." + "reason": "Different languages and likely different translation tasks; similar wording alone is not enough to merge." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation request; distinct issues." + "reason": "Turkish and Spanish translation requests are distinct issues, not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder issue." + "reason": "Spanish-specific request versus a generic placeholder issue; no evidence of the same underlying change." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language/task; not a duplicate." + "reason": "Spanish translation request is distinct from the generic placeholder request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate." + "reason": "Spanish and Romanian translation requests are different underlying tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different target language; not the same underlying request." + "reason": "Spanish-specific request does not match the generic placeholder issue as the same duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic placeholder; not a true duplicate." + "reason": "Romanian translation issue versus a generic placeholder issue; similar template text is insufficient to merge." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different underlying translation request." + "reason": "Romanian translation issue versus a generic placeholder issue; not enough evidence of the same underlying request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Different language-specific issue vs generic placeholder." + "reason": "Romanian-specific request is not the same as the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Unrelated translation request vs Thai-text issue; not the same artifact." + "reason": "Different visible titles and no evidence they are the same translation task." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Unrelated translation request vs Thai-text issue; not the same artifact." + "reason": "Different visible titles and no evidence they are the same translation task." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Identical placeholder title/template and near-identical body indicate the same issue." + "accept": false, + "reason": "The identical placeholder title is too generic to prove the same underlying issue; could still be separate translation requests." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic placeholder issue repeated; looks like a duplicate." + "accept": false, + "reason": "Matching template-like titles are not enough to confirm a duplicate without body or diff evidence." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different content; the Thai-text issue is not the same as the placeholder issue." + "reason": "Same broad i18n theme, but no concrete evidence these are the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different content; not the same underlying issue." + "reason": "Same broad i18n theme, but the available metadata does not prove a single duplicate change." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Same generic placeholder title/body pattern; duplicate issue." + "accept": false, + "reason": "Both are generic placeholder-style issues, but there is no proof they target the same language or same request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different content and apparent topic; not a duplicate." + "reason": "Template similarity alone is not enough to merge these as duplicates." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different content and apparent topic; not a duplicate." + "reason": "Template similarity alone is not enough to merge these as duplicates." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different issue text; only superficially similar." + "reason": "Generic translation-request similarity is insufficient to confirm the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different issue text; not the same underlying request." + "reason": "Generic translation-request similarity is insufficient to confirm the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", - "accept": true, - "reason": "Exact duplicate Thai title/body pattern; clearly the same issue." + "accept": false, + "reason": "Exact same visible title, but the metadata still only shows a generic issue template; without body or explicit links, this is not enough to confidently merge." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the three placeholder-title issues form one tight duplicate set, and 46222/46226 are an exact Thai-text duplicate pair. The cross-language pairs are conservatively marked non-duplicates, with no overstatement beyond the available 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 }, @@ -17549,8 +17550,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17609,124 +17610,124 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "b656045d44cfac2321f770bb9291b9207c60c71681fba6a840cbe08d708ebed6", + "prepared_review_unit_hash": "a33581d3ad994d75d55331ce2e05a1461906b07cfda526c3183523fbcfea5162", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21664, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21664, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated model-request issues that only look similar at the title level (\u201cAdd/Support \u201d). There is no strong duplicate cluster here; the broadest umbrella request is the best representative, but the individual items span different model families and modalities.", - "confidence": 0.61, - "canonical_issue_reason": "issue:42738 is the broadest umbrella item in the set (\u201cBERT-like models with RoPE\u201d), so it best represents the shared naming/theme pattern, though the cluster is heterogeneous.", + "summary": "The cluster is dominated by model-request issues that are only superficially similar in wording. They reference different models and different capabilities, so they should not be deduplicated into one canonical item.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these are distinct model-addition requests (different model names and often different modalities/capabilities), not the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 is the most general issue and the closest thing to a cluster representative; it can loosely subsume some BERT-like config additions better than the highly specific model requests.", + "best_issue_reason": "No single issue is a strong cluster representative; the items share a template-like request style but describe different models and feature requests, so collapsing them would lose meaning.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families (EuroBert config vs DEIMv2); same request pattern but not the same underlying change." + "reason": "EuroBert config addition and DEIMv2 are different model requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are unrelated architectures/modalities." + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are different models with no shared concrete code path." + "reason": "EuroBert model config and RF-DETR model are different additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection/vision models, not one fix." + "reason": "RF-DETR and DEIMv2 are separate model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different domains and implementations." + "reason": "RF-DETR and LFM2.5 Audio are different models and modalities." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer are unrelated model requests." + "reason": "RF-DETR and circuit-sparsity transformer are unrelated model requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model classes and code paths." + "reason": "RF-DETR and Qwen3-ASR are distinct model support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated architectures/modalities." + "reason": "RF-DETR and Qwen3-TTS are different models and tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-TTS do not look like the same underlying model change." + "reason": "NeoBERT and Qwen3-ASR are different model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are different model families." + "reason": "NeoBERT and the sparse transformer request are unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." + "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model requests with no common concrete fix." + "reason": "RF-DETR and NeoBERT are separate model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are both BERT-like names but refer to distinct model additions." + "reason": "NeoBERT and ModernVBERT are different model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are different models and modalities." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are not the same change." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer are not the same code-path problem." + "reason": "MiniCPM3 and the sparse transformer request are unrelated." }, { "left": "issue:41115", @@ -17738,127 +17739,121 @@ "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are unrelated model additions." + "reason": "MiniCPM3 architecture work and Voxtral TTS support are different tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model families." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different architectures/modalities." + "reason": "ModernVBERT and Qwen3-ASR are different model support issues." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a broad theme level, not the same concrete change." + "reason": "ModernVBERT and BERT-like RoPE models are different requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are different problem spaces." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but are different speech tasks with different implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different capabilities." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different models." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific requests." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and weight-sparse transformer are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are both audio-related but clearly different model requests and code paths." + "reason": "Qwen3-TTS support and the sparse transformer request are different problems." }, { "left": "issue:43671", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." - }, - { - "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models, not one duplicate fix." + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model requests." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer are unrelated." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks and implementations." + "reason": "Qwen3-ASR and EUPE are different model families and tasks." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR support and the sparse transformer request do not describe the same change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and code paths." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated requests." + "reason": "Sparse transformer support and EUPE are different requests." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer are not the same underlying bug/change." + "reason": "Qwen3-ASR and Voxtral TTS are distinct model support issues." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related but are distinct model proposals with no evidence of a shared concrete implementation." + "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors and systems." } ] }, @@ -17877,8 +17872,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -17888,12 +17883,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "a292a149d4887297cb4c547d4a46543c66eb4ea110fa09f020e0e934cbf10e05", + "prepared_review_unit_hash": "c5fe000dbfd85e835427cd65137fc00112d44ee366aa286d211224f2ec7ce346", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -17901,7 +17896,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -17910,18 +17905,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a technical refactor for Vision RoPE. They should not be clustered together.", + "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. The soft similarity signal is not enough to indicate a duplicate or shared underlying bug/change.", "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a clear duplicate of the other, but if a single issue must be preferred, the Vision RoPE refactor is the more substantive technical item versus the docs-only request.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the stronger standalone tracking issue because it describes an actual code change area and is more likely to anchor related follow-up work than the documentation request.", + "best_issue_reason": "issue:46443 is the more substantive technical issue, but it is not a duplicate of issue:38740; the other item is a docs request about a different topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and change types: a documentation/optimization-framework addition versus a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." + "reason": "Different topics and change types: documentation request vs. Vision RoPE refactor. No shared target, filenames, or concrete code-path overlap." } ] }, @@ -17940,8 +17935,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17951,7 +17946,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "811a10f7b191afff455b699ba4cec8a5deea10905240ea3f1631a6eb391b8709", + "prepared_review_unit_hash": "9ea63793dc2a3f56b9fd9396de3080093bce170f87d0e9fd43b0029947a9833b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17973,18 +17968,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about a decoding-mode change, while the other is a request for DeepSeek v3.2 support. They touch different underlying needs and should be triaged separately.", - "confidence": 0.91, - "canonical_issue_reason": "No canonical duplicate relationship: the issues describe different product changes (block decoding vs model support).", + "summary": "These two issues do not appear to be duplicates: one is about block decoding, the other about adding DeepSeek v3.2 support. They describe different feature areas and different underlying work.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43037 is the more concrete, self-contained request, but it should remain separate rather than represent issue:41084.", + "best_issue_reason": "Issue 43037 is the more specific and actionable request, while 41084 is a different, broader decoding-related topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: 'Set Block Decoding' is a decoding-behavior change, while 'DeepSeek v3.2 support' is model compatibility/support. They are not the same bug or change." + "reason": "Different underlying requests: block decoding vs model support for DeepSeek v3.2. No evidence they refer to the same bug or change." } ] }, @@ -18003,8 +17998,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -18014,12 +18009,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "d0e6d7b9a1b12e074cf8bffb5e8769f0ed34321d58b0400926f95bfa7ac7c709", + "prepared_review_unit_hash": "cb48fc274c50d6a00ab84fef2b6751265ddd05af3b3bdf9c432cd8105a6dde64", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1582, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18027,7 +18022,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1582, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18036,18 +18031,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer customization, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.93, + "summary": "The two issues are related to Trainer custom-trainer behavior, but they describe different problems: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue must be highlighted, #43598 is the more concrete and actionable Trainer behavior change; #43600 is a separate instrumentation/estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying code paths and symptoms: `remove_unused_column` controls input pruning/customizability, while the other issue concerns FLOPS counting for custom trainers. Shared Trainer context is too broad to merge them as the same bug." + "reason": "They touch different code paths and user-facing problems: `remove_unused_column` behavior vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same underlying bug." } ] }, @@ -18066,8 +18061,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18077,12 +18072,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "d8f5e80ff4072a0b90fa4d93c5894149a266ace46685b66d0e15bdb5448130bf", + "prepared_review_unit_hash": "fbf5e5892a5d96f8d160fb776a91e2708cd410bd3e3ec6b883c6c56fe6dc8f5d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18090,7 +18085,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18099,18 +18094,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme (missing AutoModel support for Qwen variants) but not the same underlying issue: one is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other is about AutoModelForSequenceClassification support for Qwen3.5.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43684 is the broader, more central model-registration request and is the better anchor for this cluster.", + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader, more general registry request and is the better representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best representative because it targets the core AutoModel registration gap rather than a narrow task-specific head.", + "best_issue_reason": "#43684 is the best issue candidate because it covers the core model-registration gap at the auto-model level rather than a narrower task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different auto classes/tasks: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. Related topic, but not the same bug or change." + "reason": "Different underlying requests: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification head support. They do not look like the same bug or change." } ] }, @@ -18129,8 +18124,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18147,79 +18142,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "357450b11fc06d6a59b9f4104c82af4871241a0b8135627b86d10c5b8130bbfa", + "prepared_review_unit_hash": "9e106f1c75dec37e4ab237ead3cd2149268524c58c824d781b9ecf7c76f67c88", "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": "Three issues share the exact same title, \"huggingface\", and are strong duplicate candidates; the \"Fett\" issue looks unrelated from the available metadata. I would cluster the three huggingface issues together and keep the earliest one as canonical.", - "confidence": 0.94, - "canonical_issue_reason": "issue #43845 is the earliest of the three identical \"huggingface\" issues, so it is the best canonical representative of that duplicate cluster.", + "summary": "The repeated \"huggingface \" issues are plausibly a duplicate cluster, with 43845 and 43846 the strongest match. 43859 shares the same title, but the evidence shown here is weaker because its body length differs and we cannot compare the actual text. 43835 looks unrelated.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43845 is the earliest of the strongest matching \"huggingface \" reports and is the best representative for the duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the best global issue representative because it is the earliest, most clearly duplicated by the later identical-title issues, and there is no contrary evidence suggesting a different one should anchor the cluster.", + "best_issue_reason": "issue:43845 is the best global representative because it is the earliest clear match among the repeated-title huggingface issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "The titles are different and the available metadata gives no concrete evidence they describe the same underlying issue; \"Fett\" does not clearly relate to the repeated \"huggingface\" reports." + "reason": "Different title and no visible shared details; not enough evidence they are the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Same as above: no shared concrete bug description or code-path evidence, only a weak soft-similarity signal." + "reason": "Different title and no visible shared details; not enough evidence they are the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No evidence that \"Fett\" is the same problem as the \"huggingface\" issues; reject as a duplicate." + "reason": "\"Fett\" does not match the repeated \"huggingface \" pattern, so it is likely unrelated." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "These have the same title and appear to be the same reported problem; with no other distinguishing evidence, they look like duplicate issues." + "reason": "Same title, similar timing, and matching sparse metadata make this the strongest duplicate pair in the set." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and no metadata suggesting a different underlying bug; treat as the same issue." + "accept": false, + "reason": "Same title, but the body length differs and the actual text is unavailable, so the duplicate link is too weak to accept confidently." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and no differentiating evidence; these are likely duplicates of the same report." + "accept": false, + "reason": "Same title, but the body length differs and the actual text is unavailable, so the duplicate link is too weak to accept confidently." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three issues with the same displayed title, and 43835 has only weak soft-similarity without concrete duplicate evidence. The soft-edge accepts are conservative enough given the identical titles and lack of contradictory metadata." + "accept": false, + "feedback": "The grouping of the three \"huggingface \" issues is plausible, but the verdicts overstate the evidence in places. In particular, the reasons for accepting 43845/43859 and 43846/43859 rely on \"identical title\" and \"no distinguishing content,\" but the packet only shows matching titles and body lengths, not the actual bodies. That makes the duplicate claim less grounded than stated. The summary and canonical choice are mostly reasonable, but the soft-edge justifications are not conservative enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18232,8 +18227,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18254,88 +18249,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "0bfdd3093b620c21fbe535a394f1cdac934c23d0af73de524ce2f66881ee65be", + "prepared_review_unit_hash": "8beb9d1a7a861f414df03be5dbf31d02a084d40a47496d93c70913be1f62360d", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like unrelated low-signal/spam issues rather than true duplicates. There is no concrete evidence of a shared bug or change, so no soft pair should be merged.", - "confidence": 0.92, - "canonical_issue_reason": "No issue is a convincing canonical target; the set is mostly spammy or vague noise. If forced, issue 44418 is the least generic title, but it still lacks enough detail to serve as a real canonical duplicate target.", + "summary": "The cluster is dominated by low-signal spam/placeholder issues with no actionable evidence of duplication. The only somewhat substantive item is the generic documentation request, but there is still not enough information to treat any pair as the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate emerges from the text; if one must be named, issue 44418 is the least-noisy and most substantive item compared with the spam placeholders.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the only item with a somewhat descriptive, non-spam title, so it is the least bad representative for the cluster. It is still not a strong canonical issue.", + "best_issue_reason": "Issue 44418 is the best representative only because it is the only legible, non-spam-like report; the rest are placeholder titles or spam.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just generic '' issues with no concrete shared bug/change to unify." + "reason": "Both are titled '', but there is no issue body or concrete symptom tying them to the same underlying problem; treat as separate spam reports, not duplicates." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like titles alone are not enough to prove the same underlying issue." + "reason": "Identical spam-style titles are not enough to establish a shared bug or request; no substantive evidence of duplication." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is generic spam, the other is a vague documentation suggestion; no shared concrete problem." + "reason": "One is a spam placeholder and the other is a generic documentation suggestion; they do not describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "These look unrelated: generic spam versus a specific promotional title." + "reason": "A spam placeholder and a separate vague spammy title about 'Google LLC' do not show the same concrete problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation enhancement and a spam issue do not appear to be the same bug or change." + "reason": "A documentation enhancement request is unrelated to a spam placeholder with no technical content." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond low-quality similarity; not the same underlying issue." + "reason": "No shared concrete bug or change request is evident; one is generic docs, the other is spam." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam titles, but there is no evidence they describe the same real bug or change." + "reason": "Matching spam placeholders are not sufficient evidence that these are the same issue; no body content or explicit linkage supports duplication." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Generic spam and a specific promotional title are not plausibly the same issue." + "reason": "Two vague spam-like issues with different titles and no technical details are not safely mergeable as duplicates." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles point to different spam content; no shared code-path or bug is evident." + "reason": "There is no concrete shared problem description; these appear to be unrelated spam/placeholder reports." } ] }, @@ -18354,8 +18349,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18365,7 +18360,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f87fe8892edc49b38649c4bcbf63c8ab5cad2178fb1c11a552e4dd1fd21c5ba1", + "prepared_review_unit_hash": "555d6283a5e0b218687c3f2d4d48486fb1dad23a32e79c26da96a03d0a5f56eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -18387,28 +18382,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be duplicate reports of the same energy-efficiency proposal, with nearly identical titles and highly similar bodies. Issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 was opened first and has the stronger reference signal (1 inbound reference vs 0), so it is the better canonical issue for this duplicate pair.", + "summary": "The two closed issues look strongly related and may be duplicates, but the packet only confirms identical titles plus a soft-text similarity signal; it does not prove the bodies are identical or that their scopes are fully the same.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45145 is the better canonical record because it was created earlier and already has an inbound reference, so it is the more established entry.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative: same topic, earlier timestamp, and slightly more established in the graph.", + "best_issue_reason": "Issue #45145 is the strongest cluster representative for the same reasons: earlier creation and slightly more visibility/linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Titles are identical and the bodies are very likely describing the same energy-reduction proposal; this is a clear duplicate issue pair." + "accept": false, + "reason": "The identical titles and similarity signal make this a plausible duplicate, but the available evidence is not strong enough to conclude they are the same underlying issue with no distinct scope. Best characterized as possibly duplicate or likely related." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: the issues have identical titles, close created times, and a soft-similarity link, so treating them as duplicates is reasonable. The canonical choice for #45145 is also well supported by the earlier timestamp and inbound reference. The wording stays mostly conservative, with no unsupported PR claims." + "accept": false, + "feedback": "The output overstates the evidence. The packet only supports that the issues have identical titles, similar body lengths, and a soft-similarity signal; it does not show the bodies are identical or that there is no distinct scope. The duplicate/duplicate-report wording should be softened to something like \u2018likely related\u2019 or \u2018possibly duplicate,\u2019 unless stronger evidence is present. The canonical-choice rationale is fine, but the soft-edge verdict and summary are too certain for the available data." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18485,40 +18480,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "6b1398d8b5ba632cbb567d7d7a88e9908a9c87221659e546a68e154710189564", + "prepared_review_unit_hash": "a68e1ceb139711972377fd94e8ca06b9dad21d90a8800525a243e70540166efe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues both mention 4-bit inference, but they describe different failure modes and likely different root causes: one is a Gemma4/audio-module uint8 weight path hitting `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig` behavior regression around `llm_int8_skip_modules` clearing the default `lm_head` exclusion and triggering an AssertionError. I would not treat them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "These are both 4-bit inference bugs, but they appear to be different defects: one is Gemma4 audio-module uint8 weights hitting a torch.finfo() TypeError, the other is BitsAndBytesConfig skip-module handling removing the default lm_head exclusion and triggering an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the better representative of the cluster because it describes a broader BitsAndBytesConfig regression in 4-bit inference, while 45672 is a Gemma4/audio-module-specific failure with a different root cause.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the more generally framed regression report, but it still is not a duplicate of #45672; the cluster does not have a single clear canonical issue because the bugs are distinct.", + "best_issue_reason": "Issue 45674 is more suitable as the global issue representative because it is framework-level and more generally actionable; 45672 looks like a separate model-specific bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: both are about 4-bit inference, but one is a Gemma4/audio `torch.finfo()` TypeError on uint8 weights while the other is a `BitsAndBytesConfig` `llm_int8_skip_modules`/`lm_head` exclusion regression leading to AssertionError; different code paths and symptoms." + "reason": "They share the 4-bit inference context, but the failure modes differ: torch.finfo() on uint8 weights in Gemma4 audio modules versus BitsAndBytesConfig skip_modules clearing the default lm_head exclusion and causing an AssertionError. Not the same underlying bug." } ] }, @@ -18537,8 +18532,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18548,7 +18543,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "c21fe77dba2ce9e8ec70e454abfc5b0862a9839a010c5123a12d8c0e90f053d3", + "prepared_review_unit_hash": "93a92b5a1227cfc107d6e8513056180244654b5ed62c6d07b449a4cf73fcab2e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18570,18 +18565,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated closed issues with only name/date titles and no shared context. The soft similarity is just superficial wording overlap, not evidence of the same underlying report.", + "summary": "Two closed issues with only personal-name/date titles and no body, files, or references; they do not describe the same bug or request and look like unrelated spam/placeholder reports.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #45762 is the earlier-created issue and can serve as the representative issue for this tiny cluster, though neither issue contains meaningful problem details.", "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue: both issues are standalone and lack enough detail to identify a duplicate relationship or a single representative report.", + "best_issue_reason": "Issue #45762 is the best issue to keep as the cluster representative because it is the first-created item and there is no substantive content to distinguish them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles are different personal-name/date strings with no body, links, or shared context; this does not indicate the same bug or request." + "reason": "Reject: the titles are different personal names with different dates, and there is no body, explicit linkage, or shared technical context indicating the same underlying issue." } ] }, @@ -18600,8 +18595,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18611,7 +18606,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "5d1fcf32cbe382b1b3586ba2ea4d5b33e24ddd55461c1ea917ce705c624a589c", + "prepared_review_unit_hash": "461b48acf4e215b4598a40571462ee00f4aa4b081d23135cb10877a04a3da12f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18633,18 +18628,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are just empty, similarly formatted personal-name/date titles and do not show evidence of describing the same underlying bug or request. They should not be deduplicated.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45764 is marginally preferable only because it is the earlier-created placeholder; neither issue has any body or linking evidence.", + "summary": "The two closed issues appear unrelated; both are bare person/date titles with no body or technical context, so there is no evidence they describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45764 is the least-bad representative in this tiny cluster, but only by chronology since both issues are content-free.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named subjects and dates, with no body, links, or shared technical context; this does not look like the same underlying issue." + "reason": "Titles only contain different personal names and dates; there is no shared technical subject, description, or code context indicating the same underlying issue." } ] }, @@ -18663,8 +18658,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18674,7 +18669,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "ca28c37e519613de14a759259fbe51d66e5a82ba0c1d69057b7f838d92389092", + "prepared_review_unit_hash": "f095f8b6ea2c7bdd6ca127476822a36b84245a054b656f0f26fdbbeeb355ba04", "component_budget": { "node_count": 2, "item_count": 2, @@ -18696,7 +18691,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen token-classification model, while the other asks for FP8 training support. No duplicate/merge relationship is apparent.", + "summary": "These two issues are unrelated: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18707,7 +18702,7 @@ "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different topics and code paths: model class addition vs FP8 training support. They do not describe the same underlying bug or change." + "reason": "Different feature areas and intents: model-class addition for value modeling vs training precision support. No shared code path or concrete overlap." } ] }, @@ -18726,8 +18721,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18747,12 +18742,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "3a28a8ffd32a58c186885c670c497f5502ff12e5fb724d2b4287c23b725c1df5", + "prepared_review_unit_hash": "81737a31043728f5c833e430d5f471f2cfb180221e36b4fc4e8679b8f11cb1b9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18760,7 +18755,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18769,66 +18764,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mixed: it contains two separate exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset-promo issue (45869). There is no single duplicate set across all five items.", + "summary": "The cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by financial-data wording and is not the same underlying request or bug.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue spans the full cluster; it splits into two distinct exact-duplicate pairs (45870/45871 and 45872/45873), while 45869 is a different dataset promotion issue.", + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it actually splits into two separate duplicate topics. If one representative must be chosen, 45870 is a reasonable canonical for the first duplicate pair because it is an exact match of 45871 and appears slightly earlier.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one anchor, 45872 is the strongest representative of its exact-duplicate pair because its title/body are specific and self-contained; however, it does not represent the other duplicate pair or the unrelated dataset post.", + "best_issue_reason": "45870 is the strongest single issue candidate as a representative because it is an exact duplicate pair with 45871 and has a clear, focused title. That said, it does not cover the separate 45872/45873 topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types and scope: 45869 is a dataset bundle promo, while 45870 is an example issue about financial time series prediction." + "reason": "Both mention financial time series/data, but one is a dataset offer and the other is an example/prediction use case. Different underlying issue/request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifact types and scope: 45869 is a dataset bundle promo, while 45871 is the example prediction issue." + "reason": "Same as 45869 vs 45870: related domain, but not the same concrete topic." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and apparent body; this looks like an exact duplicate issue pair." + "reason": "Exact same title and highly similar content; these are clear duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention finance/time series, but they describe different things: an example prediction issue versus a DataForge + scraping-service topic." + "reason": "Both are DataForge-related and financial, but one is an example and the other is a scraping-service plus time-series request. Different change/request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: related domain, but not the same concrete issue or change." + "reason": "Same as 45870 vs 45872: same broad area, but not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue topics and wording; no evidence they describe the same underlying bug or request." + "reason": "Different concrete topics: example prediction workflow versus time-series plus scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different issue topics and wording; not the same underlying bug or request." + "reason": "Different concrete topics; only broad financial/DataForge overlap." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and apparent body; this looks like an exact duplicate issue pair." + "reason": "Exact same title and very similar content; these are clear duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative: the packet supports two high-similarity duplicate pairs (45870/45871 and 45872/45873) and a separate dataset-promo issue (45869). The soft-edge accepts are defensible given the identical titles/body lengths and jaccard=1.0 pairs." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two identical-title pairs are a reasonable duplicate call, and 45869 is only loosely related based on the available metadata. No PR-mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -18844,8 +18839,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -18855,40 +18850,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "e19837c0587a10de773ac5861e2b7246a76027ed69b2a4ea72de95f20e5fff1e", + "prepared_review_unit_hash": "9b1f41c9ed8e4acec71cbd3a322a364741b1cc601a86843624697129d7866656", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they describe different symptoms and likely different code paths: one is an `early_initialization` shape corruption in linear-attention layers, the other is a `KeyError` for `linear_attention` during Qwen3.5 static-cache use. I would not merge them as duplicates on the available evidence.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a concrete mechanism (`early_initialization`) and a broader, likely root-cause failure mode affecting linear-attention layers.", + "summary": "Both issues involve static-cache failures around linear attention, but they describe different breakpoints: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They look related at the subsystem level, but not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a more general and concrete failure mode (`early_initialization` corrupting linear-attention layers and causing shape/runtime errors), which could subsume narrower reports.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the most useful issue to anchor investigation because it describes the underlying corruption/shape mismatch rather than only the downstream crash symptom.", + "best_issue_reason": "46439 is the strongest representative for the cluster: it names the likely faulty code path and the observable corruption/error more precisely than the Qwen3.5-specific crash report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: both mention static cache and linear-attention, but one is a shape-corruption `RuntimeError` from `early_initialization` while the other is a `KeyError: 'linear_attention'` in Qwen3.5. That is not enough to conclude the same underlying bug or a single fixable code-path." + "reason": "Both mention static cache and linear attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). That is not enough to treat them as the same underlying bug or duplicate." } ] }, @@ -18948,12 +18943,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "599b34b353a4d9f3a8848c20142212fc98a9cd959371fda6b76e5381cd0c789a", + "prepared_review_unit_hash": "25333403d6d1f5912783d38d1e54ccd23e87ccddebaba8b8ba3853772c7c596e", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38088, + "serialized_chars": 38085, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -18961,7 +18956,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38088, + "serialized_chars": 38085, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -18970,132 +18965,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share broad topical similarity. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches for issue #43240; the rest should stay separate.", - "confidence": 0.96, + "summary": "Almost all pairs are false positives from broad topical similarity; only the two fixed_cross_entropy PRs are true duplicates of the same loss-kwargs change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the better canonical PR for the loss fix: it explicitly targets issue #43240, makes the concrete `cross_entropy` kwargs passthrough, and is the more complete/specific variant of the two near-identical patches.", + "canonical_pr_reason": "PR 43251 is the strongest canonical representative: it is issue-linked, directly targets the loss utility bug, and its diff clearly implements the fix with the intended kwargs plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best representative of the actual duplicate pair because it directly addresses the tracked bug (#43240) and covers the same concrete code path as #43254. The other PRs in the cluster are not duplicates of it.", + "best_pr_reason": "PR 43251 is the best standalone representative of the cluster because it has an explicit issue target, a focused code change in a single file, and the clearest bug-fix intent.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Videoprism model integration vs Executorch dynamic-shape export test. Same broad ecosystem, not the same underlying change." + "reason": "Unrelated PRs: one adds VideoPrism support, the other adds an executorch dynamic-shape test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing methods vs adding MobileLLM. No shared bug/change beyond being model-related PRs." + "reason": "Different areas: Mistral tokenizer methods vs adding the MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions vs Executorch export tests are unrelated code paths." + "reason": "Different changes: tokenizer methods for Mistral common vs executorch export testing." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-from-pretrained robustness fixes vs adding MobileLLM are different changes and different target models." + "reason": "Processor-loading robustness work is not the same underlying change as adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs passthrough vs adding MobileLLM are unrelated." + "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different issues and code paths: cross-entropy kwargs support vs Mistral4 test fixes." + "reason": "Cross-entropy kwargs handling is a different bug from Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests do not overlap with Mistral4 test fixes in a duplicate sense." + "reason": "Executorch dynamic-shape testing does not match the Mistral4 test-fix PR." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability test vs MobileLLM model addition are unrelated." + "reason": "Executorch export tests are unrelated to MobileLLM model implementation." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs `cls.config` resolution ordering fix are unrelated." + "reason": "New model addition and config-resolution-order fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model add and Falcon output-interface refactor are different changes." + "reason": "MobileLLM model addition is not the same as Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs model-creation skill PR are unrelated." + "reason": "Falcon refactor and model-creation skill content do not fix the same code path." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different models and problems: Falcon output collection refactor vs Mistral4 test fixes." + "reason": "Falcon interface refactor and Mistral4 test fixes are different changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and a `layrnorm` rename correction are distinct changes." + "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm rename across CLIP-like models." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes vs chat-response parsing update are unrelated." + "reason": "Mistral4 test fixes and chat response parsing updates address different subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration do not fix the same concrete bug." + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config-resolution ordering fix are unrelated." + "reason": "Mistral4 test fixes and config-resolution-order changes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Only broad auto/modeling overlap; one is Mistral4 tests, the other is a model-creation skill and should not be merged as duplicates." + "reason": "Mistral4 test fixes do not overlap with the model-creation skill PR beyond generic model-work context." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model implementation and model-creation skill are not the same artifact or bug." + "reason": "A new model implementation is not the same underlying change as the model-creation skill draft." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches fix the same `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py` by adding `weight`/`label_smoothing` support and forwarding kwargs to `nn.functional.cross_entropy`; they could plausibly be merged into one PR." + "reason": "These are two variants of the same fixed_cross_entropy fix in the same file, both adding support for cross_entropy kwargs and tied to the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, PR #43251 and PR #43254, is mergeable into a single bugfix for the same `fixed_cross_entropy` issue (#43240): both touch the same file/function and add `weight`/`label_smoothing` passthrough to `nn.functional.cross_entropy`. The remaining pairwise rejections are appropriately cautious and do not overclaim duplication from broad topical similarity." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of PR 43251 is supported by its explicit issue link and focused single-file loss-utils change. The only accepted soft-edge pair, 43251 vs 43254, is clearly the same cross-entropy kwargs fix in the same file and tied to the same issue. The rejected pairs are appropriately framed as topical similarity rather than the same bugfix, with no evident overstatement." }, "evaluator_used": true, "retried": false, @@ -19124,46 +19119,46 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "33c4ce28f5398b273c2d5cb45b9ef23eab346dcc7cd7980a95ea4890c432bde2", + "prepared_review_unit_hash": "cd069f6d78304c15e2af969d160abaab50ecc2797cb6afbc6138f6ea8af9b187", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10379, - "estimated_input_tokens": 2595, - "estimated_eval_tokens": 5446 + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10379, - "estimated_input_tokens": 2595, - "estimated_eval_tokens": 5446 + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are about VibeVoice, but they appear to be separate feature efforts rather than duplicates; the third PR is unrelated Parakeet-RNNT. No soft edges should be merged.", - "confidence": 0.91, + "summary": "These are not duplicate PRs: one is the base VibeVoice implementation, one is a separate VibeVoice Realtime extension, and one is an unrelated Parakeet-RNNT addition. The only reasonable cluster representative is the original VibeVoice PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the original, broader VibeVoice implementation and is the most representative artifact for that model family in this cluster.", + "canonical_pr_reason": "PR #40546 is the core VibeVoice implementation and the most central, non-draft representative of the VibeVoice work; the other VibeVoice PR is a later realtime extension, and the Parakeet PR is unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall representative because it covers the core VibeVoice integration across docs, auto-mappings, and model code; #42781 is a narrower realtime follow-up, and #46331 is a different model entirely.", + "best_pr_reason": "#40546 best represents the cluster because it introduces the base VibeVoice model support and has the strongest discussion/activity signal; the other PRs are either a separate feature branch or a different model family.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Same model family, but not the same concrete change: #40546 implements VibeVoice, while #42781 adds VibeVoice Realtime and acoustic-tokenizer work. They overlap in shared integration files, but they are distinct feature sets and should not be treated as duplicates." + "reason": "Same model family, but not the same concrete change: #40546 adds the base VibeVoice implementation, while #42781 adds VibeVoice Realtime with additional acoustic-tokenizer and generation changes. These are related follow-ups, not duplicates." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different model families with only generic auto-mapping overlap. VibeVoice Realtime and Parakeet-RNNT are not the same underlying code-path change." + "reason": "Different model families and different code paths: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-registration files are incidental and not enough to treat them as the same change." } ] }, @@ -19193,12 +19188,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "67f76ea559c39cd941e3757e969c0b7795d1d3b1eb66174412d7d12490a878cb", + "prepared_review_unit_hash": "07b9637d4418e440b7be0626e20eeb7adbe43a1c22f7b20794480b35c8060d37", "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 }, @@ -19206,7 +19201,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19215,18 +19210,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature PRs in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. The only similarity is broad ML/docs/test workflow overlap, so they should not be clustered as duplicates.", + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not appear to be duplicates or merge candidates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs touch different model code paths and add different capabilities, so there is no duplicate-to-canonical relationship.", + "canonical_pr_reason": "No canonical PR: the changes target different code paths, different models, and different user-facing features.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, #40755 is the more substantial standalone feature addition, but it is not a duplicate of #41224.", + "best_pr_reason": "Neither PR is a global representative of the other; they are separate feature PRs with no shared underlying bug or change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different features, and different code paths; broad similarity is not enough to treat these as the same underlying change." + "reason": "Different model areas and different functionality (TimesFM forecasting with covariates vs. DINOv3 image classification). Shared docs/tests patterns are incidental, not evidence of the same fix or feature." } ] }, @@ -19321,12 +19316,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "992f4e96e5d58c9ce4c98dbb123ec27c13afd276ae4bd6fe50c823ba4c87d843", + "prepared_review_unit_hash": "b29e35cccf4334520e78f85d179e663a0a86fcdc720d180c72ac15e44e77f237", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19334,7 +19329,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19343,24 +19338,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6 each introduce different model-specific files, docs, and registrations.", + "summary": "All three PRs are separate model-addition changes for different architectures (DeepSeekOCR, Isaac, Kimi2-6). They share repository plumbing and doc/auto-registration patterns, but not the same underlying bug or feature.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs target different models and different code paths, so there is no single duplicate to keep.", + "canonical_pr_reason": "No single canonical PR for deduping: each PR introduces a different model with its own files, configs, processors, and tests.", "best_issue_reason": null, - "best_pr_reason": "No strong global best duplicate candidate. If a representative is needed, PR 45630 is the most substantial, but it is still a distinct model addition rather than a duplicate of the others.", + "best_pr_reason": "PR #45630 is the best cluster representative only in the sense that it is the most mature/active of the three, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR and Isaac are different models with different implementation files and tests; shared auto-registration/docs scaffolding is too generic to indicate the same underlying change." + "reason": "Different model integrations: DeepSeekOCR vs Isaac. Overlapping auto-registration/docs are generic scaffolding, not the same concrete change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 add different model families and code paths; overlap is only in standard model-registration boilerplate, not in the same concrete fix or feature." + "reason": "Different model integrations: Isaac vs Kimi2-6. Shared Hugging Face model-addition boilerplate does not indicate one underlying bug or feature." } ] }, @@ -19390,12 +19385,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "750804e0ddc6145e39e4406c0ecc8c7d3caf3a7f99142da5de3dcc59e53d08dd", + "prepared_review_unit_hash": "a2ad96f46e00d492fe7947559a4f6b1835571e5a9a4ce6dfde07fb3814397e1b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19403,7 +19398,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19412,18 +19407,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related workflow-maintenance PRs, but they are not the same change: one updates several GitHub Actions for Node 24 compatibility, while the other specifically bumps docker/build-push-action to v6 across Docker image workflows.", - "confidence": 0.91, + "summary": "These are two separate workflow dependency-upgrade PRs, not duplicates: one targets core GitHub Actions runtime compatibility, the other updates Docker build actions in CI image workflows.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more representative workflow-maintenance change set, centered on GitHub Actions runtime compatibility upgrades across many files.", + "canonical_pr_reason": "PR 42975 is the broader and more central GitHub Actions compatibility upgrade, touching many workflow files and core actions like checkout/cache/upload-artifact.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 best represents the cluster because it is the wider infra update; PR 42976 is a narrower, action-specific version bump and not a duplicate change.", + "best_pr_reason": "PR 42975 is the best representative of this cluster because it is the wider platform-level Actions upgrade; PR 42976 is a narrower Docker build-action bump and not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They overlap in GitHub workflow files, but fix different things: 42975 upgrades core GitHub Actions versions for Node 24 compatibility, while 42976 only updates docker/build-push-action. They would not plausibly be merged into one PR as the same underlying bug/change." + "reason": "Both are CI dependency upgrades, but they change different action families and different code paths: general workflow actions vs docker/build-push-action. They could not plausibly be merged as one concrete fix." } ] }, @@ -19460,7 +19455,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "7f7bbe44bb859866e4f038ebf4f3598ba8f9708f09d4dad4c923c3cbccd34d63", + "prepared_review_unit_hash": "732625bf06750cb585985e0739a839ad9b315174bfc5ec5d2c849c92187a397e", "component_budget": { "node_count": 4, "item_count": 4, @@ -19482,48 +19477,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all separate model-addition submissions. Their overlap is limited to common Hugging Face boilerplate such as docs, auto-registration, and test scaffolding; they do not fix or implement the same underlying model or code-path problem.", - "confidence": 0.98, + "summary": "All four items are distinct model-addition pull requests (ViT NEPA, Molmo, Molmo2, and CTSM). They share only broad repository plumbing like docs, auto-mapping, and model registration, not the same underlying bug or code-path change, so none of the soft edges should be merged.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM) with distinct implementation files and no shared concrete bug or change target.", + "canonical_pr_reason": "If one PR must represent the set, 43451 (Molmo2) is the most comprehensive implementation surface, but it is still a separate model addition rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "If one PR must be selected as the strongest standalone reference, 43451 (Molmo2) is the most substantial and heavily reviewed, but it is not a duplicate of the others.", + "best_pr_reason": "43451 is the broadest and most mature PR in the cluster, with model, processor, video, conversion, and test coverage, so it is the best representative if a single PR must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared files are only generic docs/auto-mapping registration, not the same code-path change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared files are generic docs/auto-registration plumbing, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated architectures with separate model implementations and tests; overlap is boilerplate only." + "reason": "Different model additions: ViT NEPA vs Molmo2. Overlap is limited to shared framework registration files, not a single concrete fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM target different model families and different source files; the similarity is just framework scaffolding." + "reason": "Different model additions: ViT NEPA vs CTSM. They touch the same subsystem only at a high level, but not the same code-path problem." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model releases with different implementation and processing code; they are not the same fix/change." + "reason": "Molmo and Molmo2 are separate model families with different implementations; shared repo plumbing does not make them duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; shared filenames are only generic registry/docs updates." + "reason": "Molmo and CTSM are unrelated model additions. The overlap in registration/docs is incidental and not a duplicate signal." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM implement different model families with separate code paths; there is no single concrete bug or feature shared by both." + "reason": "Molmo2 and CTSM are distinct model additions with different code paths and files; they should not be merged as duplicates." } ] }, @@ -19560,70 +19555,70 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "d1cbd75675e9d54ce6807bb9ebc56fbde71b835f63612baf61fa209e02e6b65c", + "prepared_review_unit_hash": "e72cd943ea04da67ce7bdacccf1aaac7cd807bc0b6750a7fddfb44c7c218eb0f", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11142, - "estimated_input_tokens": 2786, - "estimated_eval_tokens": 5828 + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11142, - "estimated_input_tokens": 2786, - "estimated_eval_tokens": 5828 + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four artifacts are pull requests, but they address different code paths: Whisper decoding/tests, CLIP/ViT test tweaks, FP8 dequantization/loading, and generation watermarking validation. The only similarity is generic \"fix\" wording and some test coverage overlap, not a shared underlying bug or mergeable change.", - "confidence": 0.93, + "summary": "These PRs are not duplicates: they span unrelated areas (Whisper tokenization/tests, synthetic test failures in CLIP/ViT, FP8 dequantization, and generation watermarking validation). The only commonality is that they are all bug-fix style PRs.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the strongest representative change in the set: it has a clear root-cause fix in generation config validation (dict-to-config conversion for watermarking) plus targeted follow-up tests. The other PRs are either test-only, draft, or address unrelated subsystems.", + "canonical_pr_reason": "PR #46380 is the best representative of the cluster because it fixes a concrete runtime validation bug in generation config handling and includes broader test coverage than the others, which are either unrelated or clearly test-only.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the best standalone PR to keep as the representative item because it fixes a concrete runtime validation path rather than just adjusting tests or making broader, less obviously related model/integration changes.", + "best_pr_reason": "PR #46380 is the strongest standalone PR: it addresses a specific code-path problem (watermarking_config dict handling during validation) and has the clearest user-facing impact among the set.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper decoding/tokenization changes and CLIP/ViT test edits are unrelated; no shared bug or code path." + "reason": "Whisper tokenizer/test fix vs. inserted failing asserts in CLIP/ViT tests; different models, different behavior, no shared bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer decoding and FP8 dequant/loading fixes are in different subsystems with different failure modes." + "reason": "Whisper decoding logic vs. FP8 dequantization/padding and model loading; unrelated code paths and failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both mention Whisper somewhere, but one is tokenization decode logic while the other is generation watermarking/validation plus tests; not the same bug." + "reason": "Whisper tokenization changes vs. generation watermarking validation; both are transformer fixes but not the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only changes in CLIP/ViT do not match the FP8 dequantization fix in production code." + "reason": "Synthetic test failures in CLIP/ViT are unrelated to FP8 kernel/dequantization changes." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Generic test modifications are not enough to treat these as duplicates of a generation config fix." + "reason": "Test-only assertions in CLIP/ViT do not match the watermarking_config validation bug in generation." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading logic and generation watermarking validation are distinct implementation areas and not one mergeable fix." + "reason": "FP8 dequantization/padding fix and generation watermarking validation fix are distinct subsystems with different concrete bugs." } ] }, @@ -19653,12 +19648,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "edb53327adc3865c9d0eb514417783d36cb9f090d7ee315f940b20eb1f3d7db4", + "prepared_review_unit_hash": "07e92e2030907ef9c61d9ba854b2050a1e777edbb76331ca8f26058f5fe16ded", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19666,7 +19661,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19675,18 +19670,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a small repo-bot format check, while the other is a broader workflow/testing change. They only overlap on a Vit test file, which is not enough to indicate the same underlying fix.", - "confidence": 0.95, + "summary": "These two pull requests are not duplicates: they share only one test file, but the substantive changes are unrelated. PR 43488 is a setup/dependency/version tweak, while PR 43532 is workflow and testing-infrastructure churn.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the better representative of the cluster because it is the more substantial change; PR 43488 is a narrow bot-format/test PR and does not share the same concrete purpose.", + "canonical_pr_reason": "PR 43488 is the cleaner representative artifact if one must be chosen: it is narrowly scoped to setup/version and pytest dependency changes, unlike PR 43532 which spans workflows, testing utilities, and a test file.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best overall candidate if one PR must be chosen: it affects multiple CI/workflow files and supporting test/utils code, whereas PR 43488 is a tiny setup/version tweak for bot checking.", + "best_pr_reason": "PR 43488 is the better standalone PR in this cluster because it has a focused, self-contained change set and a clear purpose; PR 43532 is broader and mixes unrelated CI/workflow edits.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: these PRs do not appear to fix the same concrete code-path problem. 43488 is a setup/version/dependency formatting check PR, while 43532 changes CI workflows and related testing utilities; the shared Vit test file is incidental." + "reason": "Reject: the overlap is incidental. 43488 changes setup.py, dependency tables, and a vit test; 43532 changes GitHub workflows plus testing utilities and one test file. They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." } ] }, @@ -19716,7 +19711,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "565ca0ce2907507965e7db06bd69b4d8ae054c57a42eb1ec917c96af1eb4d353", + "prepared_review_unit_hash": "befbddf8eccc7c4a4bebb019f87ef8ff76cc79ec2fa5ffc5a17426a2b2ecfe2d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19738,18 +19733,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline scaffolding, but they target different code paths, model integrations, and tests, so they should not be merged as duplicates.", + "summary": "The two PRs are closely related infrastructure additions, but they implement different pipelines for different segmentation tasks: promptable concept segmentation vs promptable visual segmentation. They share framework/docs scaffolding, but not the same concrete change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs implement different segmentation features with different pipeline modules and model/test coverage.", + "canonical_pr_reason": "PR 43613 is the stronger representative because it has the broader implementation footprint, more model integrations, and more test coverage.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative, PR #43613 is slightly broader in model coverage, but it is still not a duplicate of #43612.", + "best_pr_reason": "PR 43613 is the best standalone PR in this cluster since it appears more complete and covers a larger set of related model/pipeline updates.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features and different underlying implementations: concept segmentation vs visual segmentation. Shared docs/scaffolding alone is not enough to treat them as the same change." + "reason": "Different underlying features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same change." } ] }, @@ -19779,7 +19774,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "a2e1abef8b12ca70f1c69e212c85d269ab05908fd59e4f877342331809fd9038", + "prepared_review_unit_hash": "9c075ace17a7d9cb31f85d216bcaee5988c0621a71f66b2c3a532fe5a839c87f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19801,18 +19796,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They do not look like the same fix or mergeable duplicate.", - "confidence": 0.98, + "summary": "Both PRs touch `src/transformers/trainer.py` and add custom-trainer extension points, but they address different behaviors: gradient-accumulation loss scaling vs. signature-based column filtering. They are not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more representative trainer behavior change here: it introduces a concrete runtime loss-scaling control point with direct training semantics.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone candidate because it targets a specific training-step bug/behavior and has clearer end-user impact than the column-filtering refactor.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They modify different code paths in `trainer.py` and solve unrelated problems: gradient accumulation loss scaling vs. signature-column filtering for custom trainers." + "reason": "Different trainer code paths and different goals: PR 43651 changes loss normalization in `training_step`, while PR 43663 adds `_get_signature_columns` for data column filtering. They are related only by being extension hooks in the same file, not the same bug or mergeable fix." } ] }, @@ -19842,7 +19837,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "96ebacfca2dde555865ebc529e098d871a55efd95604c3893c3e244b04833a72", + "prepared_review_unit_hash": "b6438405d02d812b6bd353d9fa03c0ac69e04fcfe2cbbba56da2f0d35e1c8927", "component_budget": { "node_count": 2, "item_count": 2, @@ -19864,18 +19859,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI serve module and both relate to annotation-related NameErrors, but they fix different concrete cases and are not safely mergeable as one PR.", - "confidence": 0.78, + "summary": "Two open PRs touch the same CLI file, but they address different TypeAdapter/typing failure modes, so they should not be deduplicated.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more focused, concrete fix: it directly addresses the `TypeAdapter` import-time NameError in `src/transformers/cli/serve.py` with a minimal TYPE_CHECKING import and quoted annotation.", + "canonical_pr_reason": "No canonical PR: 43656 fixes a broader annotation/runtime NameError path in the CLI, while 43842 fixes a separate pydantic-optional import/type-hint issue in the same module.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it cleanly targets the exact runtime failure described in its title and linked issue, with a narrow patch scope.", + "best_pr_reason": "PR 43656 is the better representative of the cluster because it addresses the more general CLI typing/runtime compatibility problem and has the more substantial fix; 43842 is a distinct narrower follow-up, not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both are in `serve.py` and both mention NameError/typing issues, but 43656 appears to be a broader annotations/future-import cleanup while 43842 specifically fixes the `TypeAdapter` runtime import problem when pydantic is absent. Different concrete bugs, so not a duplicate PR." + "reason": "Reject: both modify src/transformers/cli/serve.py, but they fix different underlying bugs. 43656 targets a TypeAdapter-related NameError caused by annotation evaluation/forward refs, while 43842 adds a guarded TypeAdapter import and quotes the annotation to handle the case where pydantic is not installed. Same file, different root cause and change." } ] }, @@ -20012,8 +20007,8 @@ "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", - "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", @@ -20067,322 +20062,370 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "7bb06e67ae35043f262bc5514f9f45442afaadc7da2b57f57019e7598e325a07", + "prepared_review_unit_hash": "14e20b0aeff73c27600221af79f4db67d1007dac321816441ddeef6e3ed01aae", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84889, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75084, - "estimated_input_tokens": 18771, - "estimated_eval_tokens": 37798 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of same-pattern output-tracing refactors across different HF model families. Most pairs are not duplicates because they touch different models/code paths; the clear overlaps are within GPT-J/GPT-Neo variants that are implementing the same decorator-based output capture change.", - "confidence": 0.9, + "summary": "This cluster is mostly a batch of independent model-by-model refactors to the new output-capturing/decorator interface. The only clear duplicate-style overlaps are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J variants that touch the same GPT-J code path.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative: it is the most complete GPT-J-related refactor here, touches the same GPT-J code path as other overlapping PRs, and also includes the related CodeGen adaptation.", + "canonical_pr_reason": "PR #44066 is the strongest representative: it has an explicit issue link, cleanly targets the GPT-J/CodeGen output-tracing refactor, and is broader than the narrower GPT-J-only variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest standalone PR in the cluster because it covers the same standardized output-tracing change on GPT-J and extends it to CodeGen, making it the broadest and most representative implementation.", + "best_pr_reason": "PR #44066 is the best overall representative because it is explicitly tied to the tracking issue and covers the same standardized output-tracing change with the clearest context.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models (CVT/FNet vs GPT-J); same issue target only indicates a shared refactor theme, not the same underlying code change." + "reason": "Different model families and different forward paths; both are output-tracing refactors, but not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactor vs DeBERTa v2 refactor; both are output-tracing migrations but on unrelated code paths." + "reason": "Unrelated model implementations; shared issue target is not enough to make these duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file and same concrete decorator migration; they look like overlapping implementations of the same change." + "reason": "Same GPT-J output-tracing refactor on the same code path; these look like duplicate variants of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet are separate model implementations; same output-tracing pattern but not the same bug/change." + "reason": "Different architectures and files; this is the same refactor theme, not the same underlying bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet refactor is unrelated to GPT-J/CodeGen; only the generic refactor theme is shared." + "reason": "Different model code paths; both are standardized tracing refactors, but not the same PR-worthy change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are different model code paths, so this is not a duplicate change." + "reason": "GPT-J/CodeGen versus EfficientNet: different models, different code paths, and not mergeable as one fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations; both target the broader tracing cleanup, not the same change." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations; same issue link does not imply duplication." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different models and code paths; same decorator migration theme is too broad." + "reason": "Different models and different output-tracing behavior; not the same concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model refactors; no shared concrete code-path bug." + "reason": "GPT-J/CodeGen versus MPT; same general refactor pattern, but not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same file, with highly overlapping decorator/capture refactor changes." + "reason": "Both are GPT-Neo output-tracing refactors on the same modeling file and appear to fix the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families; similar refactor pattern is not enough." + "reason": "Different model families and different files; the overlap is only in the refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different code paths despite both being standardized output-tracing refactors." + "reason": "GPT-J/CodeGen versus GPT-Neo; these are separate model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor is unrelated to GPT-J/CodeGen; only the high-level output-tracing theme overlaps." + "reason": "ResNet refactor versus GPT-J/CodeGen refactor; not the same code-path problem." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model code paths; not the same underlying fix." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; shared issue target would not make them duplicates." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate implementations; shared refactor style does not make them duplicates." + "reason": "ResNet and GPT-J are different model implementations and different fixes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; same output-tracing modernization only." + "reason": "GPT-Neo and ResNet are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model families with unrelated code paths." + "reason": "ResNet versus MPT; same refactor style, but not the same bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model implementations; no same concrete bug/change." + "reason": "GPT-Neo and Flaubert are different models with different output logic." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs Flaubert are unrelated, despite both being decorator-style output refactors." + "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different concrete refactor." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model code paths; not a duplicate change." + "reason": "GPT-Neo and Flaubert are separate model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model implementations; only the general tracing theme matches." + "reason": "MPT versus GPT-J/CodeGen are different code paths and not mergeable into one PR." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families; same refactor pattern but not the same underlying fix." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different implementations; not a duplicate." + "reason": "GPT-Neo and MGP-STR do not share the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated models; same output-tracing concept only." + "reason": "GPT-2 and MGP-STR are unrelated model-specific refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR do not share the same concrete code-path change." + "reason": "GPT-J and MGP-STR are different implementations; not the same fix." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; they only resemble each other at the refactor pattern level." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and VisualBert are unrelated model implementations; broad refactor theme is insufficient." + "reason": "GPT-Neo and MPT are separate model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different model families." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer refactor is unrelated to GPT-J/CodeGen; different code paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model families; not the same underlying change." + "reason": "SegFormer and LongT5 are different implementations and not the same fix." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are separate model code paths." + "reason": "SegFormer and ViLT are different model-specific output-tracing refactors." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing work on the same affected code path; these are duplicate variants of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing change in the same file, so they look like duplicate implementations of the same fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and MPT are different models; shared decorator migration is too broad." + "reason": "GPT-J and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "MPT and MGP-STR are unrelated models with different output-handling code." + "reason": "RegNet and ViLT are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model families; not a duplicate change." + "reason": "RegNet and MPNet are different model-specific changes." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 are unrelated code paths; shared output-tracing cleanup is not enough." + "reason": "MPNet and Flaubert are unrelated implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-2 and MPT are different models; same theme only." + "reason": "GPT-2 and GPT-Neo are different models and different code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model implementations; not the same bug/change." + "reason": "Flaubert and LongT5 are unrelated model refactors." }, { - "left": "pull_request:43996", + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated changes." + }, + { + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are separate refactors with no shared concrete code path." + "reason": "MPNet and LongT5 do not share the same underlying code-path change." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and SegFormer are different models; same high-level output-tracing work only." + "reason": "RegNet and LongT5 are different model-specific refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are unrelated model code paths." + "reason": "TextNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and TextNet are different models; not duplicates." + "reason": "RegNet and SpeechT5 are separate model code paths." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Both include the same GPT-J standardized output-tracing refactor; 44722 simply bundles GPT-J with CodeGen as well." + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different models and different fixes." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both touch GPT-J with the same decorator-based output-tracing migration, so they are overlapping implementations of the same change." + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated models; shared issue target is only the common tracking refactor." + "reason": "SqueezeBert and ViLT are different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet and RegNet are different model implementations; not the same concrete change." + "reason": "RegNet and TextNet are different model-specific changes." }, { - "left": "pull_request:43996", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "MPT and SpeechT5 are unrelated implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models and fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different models; same output-tracing modernization is too broad." + "reason": "SqueezeBert and DeBERTa-v2 are unrelated code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated model code paths." + "reason": "DeBERTa-v2 and TextNet are different model-specific refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly same-pattern output-tracing refactors across different model families, and it identifies 44722 as the best representative GPT-J/CodeGen PR. The accepted soft-edge pairs are conservative because they stay within the same model family/file and look mergeable as the same bugfix. I don\u2019t see any overstatement that would require rejection." + "feedback": "The summary is grounded in the packet: most items are model-specific output-tracing refactors, and the only clearly overlapping clusters are the GPT-Neo pair and the GPT-J/CodeGen variants that share the same GPT-J code path. The accepted soft-edge pairs are conservative enough, and the false pairs are reasonably rejected as different model/code paths rather than the same mergeable bugfix." }, "evaluator_used": true, "retried": false, @@ -20420,70 +20463,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ad4c0321b7c14673dd3a231332b837c50cbb41488589cd220baa4c46b0c3a53b", + "prepared_review_unit_hash": "f3ab3b81e035fb335e7662dd1c4281716cc1ca48aaf166aae8cb6179fd2e8090", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84889, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs share a common refactor theme around standardized output tracing/capture_outputs, but they each target different model implementations and code paths, so they are not duplicates.", - "confidence": 0.91, + "summary": "These PRs are all model-specific refactors to standardized output tracing / capture_outputs, but they do not appear to be duplicates of each other; each one targets a different model implementation and code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the cluster: the changes are model-specific refactors across unrelated architectures, so they should stay separate rather than be merged as one duplicate change.", + "canonical_pr_reason": "PR #44129 is the strongest anchor for the cluster because it has the clearest concrete scope and an explicit issue target, making it the most traceable representative of this refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target and a concrete, focused SpeechT5 output-tracing refactor.", + "best_pr_reason": "PR #44129 is the best overall representative: it is well-scoped, explicitly linked to an issue, and clearly shows the standardized output capture migration in a concrete model path.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they touch different model files and different architectures (FocalNet vs ImageGPT); same pattern, not the same change." + "reason": "Different models (FocalNet vs ImageGPT) and separate forward paths; they share a refactor pattern, not the same underlying bug or change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate models with different forward/output shapes and test impact; too broad to treat as one duplicate PR." + "reason": "VisualBert and TextNet are unrelated model implementations; both migrate output tracing, but they are independent code changes." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both modernize output tracing, but MPNet and VisualBert implement different attention/hidden-state capture paths in different model families." + "reason": "MPNet and VisualBert touch different encoder/attention stacks; this is the same modernization theme, not a single fix that could be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model implementations; the shared decorator/capture_outputs theme is not enough to merge them as duplicates." + "reason": "MPNet and TextNet are unrelated model-specific refactors with distinct code paths, so they are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different backbones and the diffs affect different forward contracts; they do not fix the same concrete bug." + "reason": "RegNet and SqueezeBert are different architectures and files; the similarity is only the shared output-capture migration pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are distinct code paths and model types; similar output-tracing refactors, but not the same underlying change." + "reason": "SqueezeBert and SpeechT5 target different model internals and do not look like the same concrete bug or change." } ] }, @@ -20568,280 +20611,298 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "411a4999fcf5c9310a226bf1f0e13a2d1f903db66d9d04898b94d2033e6fcbb3", + "prepared_review_unit_hash": "61a532f1798eb4553a6959b16cc3cca63158678d656e7d6a747da4411fbbf675", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43564, - "estimated_input_tokens": 10891, - "estimated_eval_tokens": 22038 + "serialized_chars": 43572, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43564, - "estimated_input_tokens": 10891, - "estimated_eval_tokens": 22038 + "serialized_chars": 43572, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similar-looking but mostly independent PRs that standardize output-tracing behavior across different models. They share a refactor pattern, but they do not fix the same concrete code path, so they should not be deduplicated together.", - "confidence": 0.91, + "summary": "This cluster is mostly a set of independent, model-specific output-tracing refactors plus one unrelated modular-conversion performance PR; they share a theme but not the same underlying bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best cluster representative because it shows the core pattern clearly and spans two closely related models in the same family, making it a good exemplar of the output-tracing refactor theme.", + "canonical_pr_reason": "PR 44003 is the most substantial and coherent representative of the theme: it updates two closely related Mamba/FalconMamba implementations and adds the core output-capturing plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest representative of the cluster\u2019s shared theme: a concrete `can_return_tuple` output-tracing update with a clear model-specific implementation. It is more representative than the single-model or more peripheral refactors.", + "best_pr_reason": "PR 44003 is the best representative PR in the set because it makes a concrete code-path change across related implementations, rather than a narrow model-local refactor or unrelated utility tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`timm_backbone` vs `upernet`) and different forward/output plumbing; same refactor style, but not the same underlying change." + "reason": "Different model families and files; same refactor theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and code paths (`timm_backbone` vs `vision_text_dual_encoder`); both are output-tracing refactors, but not duplicates." + "reason": "Timm backbone vs vision-text dual encoder are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and different output mechanics (`timm_backbone` vs `univnet`); too broad to treat as one change." + "reason": "Different model implementations; no shared concrete bug or patch." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated model implementations (`timm_backbone` and `falcon_mamba`/`mamba`) and are separate refactors." + "reason": "Separate model families; PR 44003 is Mamba-specific output-capture work." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are unrelated code paths; the similarity is only the tracing refactor pattern." + "reason": "Different architectures and forward paths; only a broad naming similarity." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models (`mobilenet_v1` and `univnet`) and cannot plausibly be merged as one concrete fix." + "reason": "MobileNetV1 and UnivNet are unrelated models." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and implementation details; no shared bug or single code path." + "reason": "Different model code paths; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model implementations; same pattern, not the same change." + "reason": "MobileNetV1 vs DepthAnything/PromptDepthAnything are separate model-specific refactors." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These are distinct model wrappers with separate forward signatures and tracing changes." + "reason": "Different model families and implementation targets." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` do not share a concrete fix target; only the refactor motif matches." + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated changes." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and code paths (`vision_text_dual_encoder` vs `univnet`); not the same underlying bug/change." + "reason": "Vision-text dual encoder and UnivNet do not share the same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These are separate model-specific refactors in unrelated modules." + "reason": "Different models and different refactor scopes." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `falcon_mamba`/`mamba` are unrelated implementations; do not merge as duplicates." + "reason": "Vision-text dual encoder is unrelated to Mamba/FalconMamba." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Both are tracing refactors, but they modify different model families and different forward paths." + "reason": "Separate model families; same pattern does not make them duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate model code paths with no shared concrete defect." + "reason": "UnivNet and UperNet are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different implementation goals; same broad refactor theme only." + "reason": "Different code paths and model architectures." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are independent changes to different model forwards." + "reason": "UnivNet vs DepthAnything are distinct changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated models." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `falcon_mamba`/`mamba` touch unrelated code paths; not a duplicate fix." + "reason": "No shared underlying bug; different model stacks." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba`/`falcon_mamba` output tracing and `codegen` KV-cache forwarding are different concrete changes." + "reason": "Mamba/FalconMamba output tracing and CodeGen cache/output refactor are different code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated models; the diffs address different APIs and behavior." + "reason": "Timm backbone and CodeGen are unrelated." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations and different forward/output semantics; not mergeable as one PR." + "reason": "UnivNet and CodeGen touch different model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` changes are unrelated beyond the general refactor style." + "reason": "Different model families and fixes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "These are different encoder-decoder wrappers with distinct code paths; same broad refactor motif only." + "reason": "DepthAnything and VisionEncoderDecoder are separate model-specific updates." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate modules and not the same fix." + "reason": "DepthAnything and SpeechEncoderDecoder do not share a concrete code-path bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` touch different model families and output structures." + "reason": "DepthAnything and SuperPoint are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated model implementations; not a duplicate pair." + "reason": "Different models and different forward logic." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model paths with distinct forward contracts." + "reason": "DepthAnything and DPR are separate refactors." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are wrapper-model refactors, but they affect different wrappers and different forward signatures." + "reason": "Both are encoder-decoder wrappers, but for different modalities and code paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder`/`speech_encoder_decoder` versus `superpoint` are unrelated implementations." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths and different tracing changes; not the same bug or change." + "reason": "Different model families; no shared concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "These are independent model refactors in distinct modules." + "reason": "VisionEncoderDecoder and DPR are separate changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different models with no shared concrete fix." + "reason": "SpeechEncoderDecoder and SuperPoint do not overlap in code path." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output behavior; only the refactor pattern is shared." + "reason": "Different models and implementation details." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate code paths and cannot be merged as one PR." + "reason": "SpeechEncoderDecoder and DPR are unrelated refactors." }, { - "left": "pull_request:44027", - "right": "pull_request:46438", + "left": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` tracing refactor and modular-conversion pool reuse are unrelated changes." + "reason": "SuperPoint and RWKV are distinct model families." }, { "left": "pull_request:44028", - "right": "pull_request:44029", + "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model implementations; not the same underlying issue." + "reason": "SuperPoint and DPR are unrelated." }, { - "left": "pull_request:44028", + "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different forward/output contracts." + "reason": "RWKV and DPR touch different model code paths." }, { - "left": "pull_request:44028", + "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "`superpoint` output tracing and modular conversion tooling performance are unrelated." + "reason": "Model output-tracing refactor vs modular-conversion process-pool optimization." }, { - "left": "pull_request:44029", - "right": "pull_request:44030", + "left": "pull_request:44027", + "right": "pull_request:46438", "accept": false, - "reason": "`rwkv` and `dpr` touch different model architectures and separate output handling logic." + "reason": "SpeechEncoderDecoder refactor is unrelated to the utility performance change." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "These address different subsystems entirely: model output tracing versus conversion tooling performance." + "reason": "RWKV model refactor vs build-tool optimization are not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "SuperPoint model refactor and modular conversion speedup are unrelated." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "`timm_backbone` tracing and process-pool reuse in modular conversion are unrelated changes." + "reason": "Timm backbone output tracing and modular conversion pool reuse are different concerns." } ] }, @@ -20871,12 +20932,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "751670c3b10c58ea9768b78a38f8053053d6f158f04facef096942f3a946fbe3", + "prepared_review_unit_hash": "ca8ba213507c934f50a6eb5e2e3c3ca7171587100d6bf8165beb9a109919ef88", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6549, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20884,7 +20945,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6549, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20893,18 +20954,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS. They share some Transformers plumbing files, but they do not appear to fix or implement the same underlying change.", - "confidence": 0.97, + "summary": "These two PRs are not duplicates: one adds PenguinVL vision-language support, the other adds Voxtral TTS text-to-speech support. The overlap is limited to shared Transformers integration plumbing and docs, which is expected for unrelated model additions.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45401 is the tighter, issue-linked PR with a clear single-model scope, but it is not a duplicate of 44662; the cluster does not have a true shared PR representative because the work targets different models and code paths.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different features: PenguinVL implementation vs Voxtral TTS support. Shared auto/docs scaffolding is too broad to indicate the same underlying change, and they would not plausibly be merged into one PR." + "reason": "Different underlying changes and model families (PenguinVL vs Voxtral TTS); shared auto/docs files are generic scaffolding, not the same code-path fix." } ] }, @@ -20938,12 +20999,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "250905e9c9ce599bf8fefd3375bbce23c9c85e6ef3915080e6a79ffe6242fc11", + "prepared_review_unit_hash": "c5b8436df3cd09f626c0ebeb1f06469702687290f73ae45ce107834078a4dc24", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20951,7 +21012,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20960,40 +21021,37 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is centered on the n-to-1 kernel fusion / `KernelConfig` feature line. The latest PR (#46339) is the broadest and most mature implementation, while #44979 is an earlier foundational API PR rather than the same concrete change.", - "confidence": 0.82, + "summary": "These are closely related but look like a sequence of incremental PRs around module/kernel fusion, not clear duplicates. The earliest PR defines a module-fusion API, the next two wire n-to-1 kernel fusion through `KernelConfig`, and the latest one further extends/simplifies that path.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46339 is the most recent and comprehensive iteration, touching the shared kernel-loading path plus model-loading internals and tests, so it best represents the cluster\u2019s final feature direction.", + "canonical_pr_reason": "PR #46339 is the broadest and latest iteration in the same feature line, touching the core loading path, hub-kernel integration, modeling utils, and tests. It is the best representative of the cluster even though the other PRs are earlier or narrower steps.", "best_issue_reason": null, - "best_pr_reason": "PR #46339 is the strongest canonical PR because it appears to subsume the earlier kernel-fusion work with the widest scope and latest simplification of the same feature area.", + "best_pr_reason": "PR #46339 is the strongest cluster representative because it covers the most complete n-to-1 kernel-fusion implementation and refinement. It is more central than the earlier API groundwork in #44979 and the intermediate KernelConfig PRs #45363 and #45666.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but #44979 is a foundational module-fusion API while #45363 is a concrete KernelConfig integration; they are not the same underlying code-path change." + "reason": "Related feature area, but #44979 introduces a lower-level Module Fusion API while #45363 implements KernelConfig-based n-to-1 kernel fusion wiring. They operate at different abstraction layers and could plausibly both exist." }, { "left": "pull_request:45363", "right": "pull_request:46339", - "accept": true, - "reason": "Both target the same KernelConfig-driven n-to-1 kernel fusion path and share key files; #46339 looks like a later revision/superset of the same change." + "accept": false, + "reason": "Both target KernelConfig-based kernel fusion, but #46339 is an extended/simplified follow-up that changes the loading internals and related tests. This looks like iterative feature evolution, not the same concrete change set." }, { "left": "pull_request:45666", "right": "pull_request:46339", - "accept": true, - "reason": "These PRs are extremely close in title and file scope, both implementing the same KernelConfig-based fusion workflow; #46339 appears to be an iteration of the same underlying feature." + "accept": false, + "reason": "These are in the same n-to-1 fusion line, but #46339 is a further refinement of the KernelConfig path rather than the same fix. The overlap is thematic, not enough to treat them as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster does center on n-to-1 kernel fusion / `KernelConfig`, and #46339 is plausibly the latest, broadest iteration based on title and file scope. The soft-edge verdicts are conservative overall: rejecting #44979 vs #45363 is defensible given the distinct API vs integration changes, while accepting #45363 vs #46339 and #45666 vs #46339 is supported by the shared kernel-fusion files and nearly identical feature direction." - }, - "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 }, @@ -21016,7 +21074,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "268c2fb9b9eb48a5e46bb2c242818db9971df9bfda6542f5f2b18def7578802f", + "prepared_review_unit_hash": "ad5b7b974127af1ac58805b9954b7eff5870d1708395d5ddc5faa2ea8bff0dff", "component_budget": { "node_count": 2, "item_count": 2, @@ -21038,18 +21096,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same concrete bug in `_patch_mistral_regex` for Mistral tokenizers: using `tokenizer.backend_tokenizer.pre_tokenizer` causes an AttributeError, and both switch to `tokenizer.pre_tokenizer` for the same code path. The second PR is a fuller version of the same fix with tests.", - "confidence": 0.98, + "summary": "Both PRs target the same AttributeError in `_patch_mistral_regex` for Mistral regex patching and make the same code-path change in `tokenization_utils_tokenizers.py`; 45317 adds test coverage, so it is the better canonical PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it addresses the same bug as #45086 but also includes test coverage, making it the more complete representative of the fix.", + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it changes the same Mistral pre-tokenizer AttributeError path and includes tests, making it the best representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best representative overall: same underlying bug, same target file, same issue, and it adds tests in addition to the code change.", + "best_pr_reason": "PR 45317 best represents the cluster because it addresses the same concrete bug as 45086 but is more complete and verifiable thanks to added tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same fix in the same file, and the later PR is essentially the same change plus tests; they could plausibly be merged into one PR." + "reason": "Same underlying bug and same code-path fix in `_patch_mistral_regex`; the second PR is essentially the first fix plus tests, so they could plausibly be merged into one PR." } ] }, @@ -21079,7 +21137,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c0f51be29f7f8901b65ff9e60e8c9dde52f37b8ea9e8147d1161855c15a37d7c", + "prepared_review_unit_hash": "f065779885911f5876220b1a37e5b0d839fc1b48fafdf45954507aaff3ba99f1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21101,18 +21159,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to NemotronH but are not duplicates: one is a targeted refactor toward GraniteMoeHybrid-style inheritance, while the other is a broader feature/cleanup PR introducing dedicated NemotronHDense/NemotronHSparse model docs and code. The overlap in core NemotronH files is not enough to merge them as the same change.", - "confidence": 0.82, + "summary": "These are related NemotronH work items, but they are not duplicates: one is a focused refactor to make `nemotron_h` inherit GraniteMoeHybrid-style mappings, while the other splits NemotronH into new `dense` and `sparse` model families with docs/tests updates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete NemotronH family change, adding the dense/sparse split, docs, auto-mappings, and tests rather than only a refactor of the existing implementation.", + "canonical_pr_reason": "PR #45115 is the tighter, more central refactor around `nemotron_h` model inheritance and checkpoint conversion mapping; it best represents the core architecture change.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest overall fit for the cluster since it covers the main architectural and user-facing NemotronH update end-to-end.", + "best_pr_reason": "PR #45569 is the broader umbrella change, adding the new NemotronHDense/NemotronHSparse packages, auto-mapping updates, docs, and tests, so it is the strongest representative PR for the overall cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files indicate related work, but the scopes differ: #45115 is a narrow inheritance/mapping refactor, while #45569 is a larger model split and documentation/update PR. They do not appear to fix the same concrete code-path problem or be mergeable as one PR." + "reason": "They touch overlapping NemotronH code, but the underlying changes differ: #45115 is a conversion/refactor for `nemotron_h` inheritance and weight mapping, while #45569 introduces separate dense/sparse model variants and documentation. Not the same concrete fix/change." } ] }, @@ -21142,7 +21200,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "ff333a114de6e076a6d094cab6d5e01341739ead3c64d8b201e851280c1ecccb", + "prepared_review_unit_hash": "3de0e6fd4c88346f1ec5586ed67ff4a76234f561d432b3d74d1fc42c34773f1c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21164,18 +21222,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related groundwork for heterogeneous-model support, but they are not duplicates: one is config-only, the other is a much broader modeling/cache implementation. The soft edge should be rejected.", - "confidence": 0.94, + "summary": "The two PRs are related feature work for heterogeneous per-layer support, but they are not duplicates: one is config-only while the other is a broader model/runtime implementation that appears to build on the same feature area.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single representative is needed, PR 45332 is the better canonical candidate because it is the broader umbrella change and incorporates the downstream modeling/cache pieces, whereas PR 45333 is just the configuration layer.", + "canonical_pr_reason": "pull_request:45332 is the broader umbrella PR: it spans config, modeling, cache, masking, and tests, so it is the more representative and complete change for the heterogeneous support effort.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the most suitable global representative because it covers the larger end-to-end heterogeneous-model feature set; PR 45333 is narrower supporting infrastructure and does not subsume the full change.", + "best_pr_reason": "pull_request:45332 is the best cluster representative because it covers the larger end-to-end code path, whereas pull_request:45333 is narrower and focused on per-layer config plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 adds per-layer config support, while 45332 adds broader heterogeneous model support across cache, masking, and modeling paths. They share groundwork files, but they do not fix the same concrete code-path problem and would not plausibly be merged as one PR." + "reason": "Related, but not the same concrete change. 45333 is specifically per-layer configuration support, while 45332 is a broader heterogeneous model/runtime PR that only overlaps partially and would not plausibly be merged as a single duplicate PR." } ] }, @@ -21205,7 +21263,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "377d37e7491eaf9a68db5651b2debddd627199dcb5581a17c24ae0a51fa5ba28", + "prepared_review_unit_hash": "464b0b9f7f1ed0cc6a2da261c4bf3d1ee2a4c944130c7e7b3a0af50e4e453f7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21227,18 +21285,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests about type-checking/typing cleanup in transformers, but they are not the same concrete change. PR 45415 is a broad repository-wide typing pass, while PR 45425 adds specific typing protocols and aliases used by a smaller set of modules.", - "confidence": 0.89, + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking pass, while #45425 adds specific typing protocols/helpers around modeling_utils and PEFT integration. They overlap in a few files, but the underlying work is distinct.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change; PR 45415 is a broad sweep across many files with mixed type-ignore configuration and file edits.", + "canonical_pr_reason": "PR #45415 is the broader umbrella typing pass and is the better cluster anchor if one PR must represent the group.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of a single underlying change because it introduces specific typing abstractions and targeted usages, rather than a wide multi-file type-checking cleanup.", + "best_pr_reason": "PR #45415 is the most representative of the shared theme because it covers the widest set of typing-related edits across transformers code.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related filenames are not enough: 45415 is a broad type-checking pass, while 45425 adds specific typing protocols/aliases and targeted integrations. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Shared typing cleanup and a few overlapping files do not make these the same concrete change; #45415 is a broad type-checking sweep, while #45425 focuses on adding typing support for specific modeling/PEFT interfaces." } ] }, @@ -21268,7 +21326,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "43d82f52f144025d896177e0f4bcbda2658aeef17a635c0dd88ab1f2d3037abd", + "prepared_review_unit_hash": "99039affb712bfb8dc6f0c18b39118178a23be63c05fe5f45554d346be360651", "component_budget": { "node_count": 2, "item_count": 2, @@ -21290,18 +21348,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests that both fix cached-forward behavior in different model families (OLMo/Qwen linear attention vs. Mamba2 CUDA kernels). They share a broad theme of `use_cache`/`seq_len > 1` handling but not the same code path or underlying bug.", - "confidence": 0.96, + "summary": "The two PRs look superficially similar because both adjust cached-forward logic for seq_len > 1, but they target different model families and different code paths. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the better representative because it has an explicit issue target, a narrowly scoped fix in one code path, and clear before/after cache-state handling.", + "canonical_pr_reason": "No canonical PR: PR 45513 fixes Qwen3.5/Olmo hybrid cached multi-token forward behavior, while PR 46084 fixes Mamba2 use_cache handling for seq_len > 1; they are distinct bugs in different implementations.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest standalone representative: it targets a specific bug (`use_cache` with `seq_len > 1`), references the tracking issue directly, and is less broad than the multi-model attention change in #45513.", + "best_pr_reason": "No single PR is a good global duplicate representative here because the fixes are architecture-specific and not mergeable into one change.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both concern cached-forward bugs, but they fix different architectures and different implementation paths; they are not the same underlying change and would not plausibly merge into one PR." + "reason": "Different underlying bugs and code paths: 45513 changes cached multi-token forward in Qwen3.5/Olmo hybrid linear attention, while 46084 changes Mamba2 CUDA-kernel cache handling for seq_len > 1. Similar pattern, but not the same fix." } ] }, @@ -21331,7 +21389,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "edbe9828eae030f43a742f04f1cd3f120fa0e5c66bc5541f4e45e766024cf3bf", + "prepared_review_unit_hash": "0e3bfa0b20b296747788d4ae1f96ff061e338e716f324b4a54d986e8f3032b2d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21353,18 +21411,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism support, but they fix different concrete bugs: one is about loading/serialization for EP with DeepSpeed ZeRO-3 via accelerate, the other is about EP experts being overwritten during FSDP2/rank-0 broadcast and DTensor handling. Shared subsystem alone is not enough to treat them as duplicates.", - "confidence": 0.94, + "summary": "These are related only at a high level (expert parallel loading), but they fix different concrete bugs in different distributed code paths: one targets DeepSpeed ZeRO-3/accelerate config handling, the other FSDP2 expert parameters being overwritten after load. They should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the more central EP correctness fix in this pair: it targets the actual parameter loading/broadcast path and adds EP-specific handling across multiple code paths, whereas 45548 is narrower and focused on config serialization and a has_ep helper for a specific loading scenario.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it addresses a concrete EP loading corruption bug with broader code-path impact and clearer runtime failure mode.", + "best_pr_reason": "PR #45662 is the better representative of the broader EP-loading class because it addresses the actual parameter-loading path across multiple modules and fixes the overwrite behavior directly, whereas #45548 is narrower and backend-specific to config serialization/EP detection.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related topic, but different bugs and fixes: 45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3 loading, while 45662 fixes expert parameters being overwritten via rank-0 broadcast and adds DTensor/post-shard wrapping logic. They would not plausibly be merged as one PR." + "reason": "Different bugs and code paths: #45548 fixes distributed_config serialization and an EP flag for DeepSpeed ZeRO-3/accelerate loading, while #45662 fixes post-load sharding/wrapping so FSDP2 experts are not overwritten by rank-0 broadcast. Same subsystem, but not the same underlying change." } ] }, @@ -21394,40 +21452,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "27225e89f6bdc22bd11e36fa5760939727a7d1ceb87967c66360b44f92b27773", + "prepared_review_unit_hash": "0dc5c6de84de0b916e5eda98778c80c03d5525729d74c835a78844be56aba154", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision in Transformers test debugging. PR 45639 is the narrower testing_utils fix, while PR 45645 expands the same core fix with CI log aggregation changes and related plumbing.", - "confidence": 0.86, + "summary": "Both PRs target the same xdist collision around captured_info artifacts in testing_utils; #45645 is a broader superset that also updates CI log collection, but the core bugfix overlaps with #45639.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it appears to be the more complete follow-up: it covers the xdist-safe artifact naming in testing_utils and also updates the workflow to collect multiple captured_info files.", + "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it covers the same captured_info xdist-safe fix and also includes the CI-side handling needed to read multiple worker outputs.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it addresses the underlying xdist captured_info problem more comprehensively and includes the operational changes needed to preserve/debug the logs in CI.", + "best_pr_reason": "PR #45645 is the best representative because it addresses the core collision plus the downstream log-consumption path, making it the more complete fix for the shared issue.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on captured_info output. Both touch the same testing_utils path, and 45645\u2019s workflow changes are the natural companion to the worker-specific file split introduced in 45639, so they could plausibly be merged as one fix." + "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; #45645 extends the same change set with workflow log aggregation, so they are mergeable as one PR." } ] }, @@ -21459,12 +21517,12 @@ "pull_request:45670|pull_request:46320", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "08edd539c84b9e63461b51800a519b2b95e2b674254124391f7df417cf659cb7", + "prepared_review_unit_hash": "b7c8b9cde6398b4481f98a96cfb272a7f71a45f47ecac57ae6991ca97f83bea1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7030, + "serialized_chars": 7029, "estimated_input_tokens": 1758, "estimated_eval_tokens": 3772 }, @@ -21472,7 +21530,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7030, + "serialized_chars": 7029, "estimated_input_tokens": 1758, "estimated_eval_tokens": 3772 }, @@ -21481,24 +21539,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar: they all add model-specific support code, but they target different model families and code paths. No pair looks like the same underlying change.", - "confidence": 0.96, + "summary": "This cluster contains three unrelated PRs: one auto-model registration fix for GLM ASR, one RecurrentGemma SDPA dispatch update, and one BLIP-2/InstructBLIP/InstructBLIPVideo SDPA dispatch update. The latter two are thematically similar but target different model code paths and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46401 is the broadest representative of the cluster theme, adding SDPA dispatch support across BLIP-2/InstructBLIP variants with tests. It is still not a duplicate of the RecurrentGemma or GLM-ASR PRs.", + "canonical_pr_reason": "PR 46320 is the most self-contained representative of the cluster: it makes a concrete RecurrentGemma attn_implementation dispatch change with supporting mapping/docs/tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest overall representative because it covers the same general attn_implementation work across multiple related models and includes validation coverage, but it remains distinct from the other PRs.", + "best_pr_reason": "PR 46320 is the best representative PR overall because it contains a focused model-specific implementation change plus test and mapping updates, making it the clearest exemplar of the cluster's general theme.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes in different model families: GLM-ASR auto mapping vs RecurrentGemma attention dispatch. No shared concrete code-path problem." + "reason": "Different changes: GLM ASR auto-class registration versus RecurrentGemma SDPA dispatch support. They touch unrelated model paths and are not the same underlying bug/change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are SDPA/attn_implementation feature work, but for unrelated architectures and implementations (RecurrentGemma vs BLIP-2/InstructBLIP). They would not plausibly merge into one PR." + "reason": "Both concern SDPA dispatch, but for different model families and code paths (RecurrentGemma vs BLIP-2/InstructBLIP). They are similar refactors, not one mergeable fix." } ] }, @@ -21528,40 +21586,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "c6afe241402ebfac3fc9456a03b323719c5fd76003d8a42c1dc7b1e77ed44236", + "prepared_review_unit_hash": "e1985a15e69f88bbdec7129b1cac896dc4df3457951a03c7807bdc6718d171df", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open pull requests are both linter-rule work, but they target different rules and different problem domains: one enforces return_tuple behavior in model forwards, the other adds a rule about dead do_* flags in image/video processors. They are not the same underlying change.", + "summary": "The two PRs are both linter-rule implementations, but they target different rules and different code paths: TRF003 for model forward return-dict/tuple handling, and TRF018 for image/video processor boolean flags. They are not the same underlying change and should not be merged as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the better representative because it is a concrete implementation across model forward paths, while PR 46259 is a separate linter-rule addition for processor flag handling.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the strongest standalone PR in this cluster: it fixes one specific model-forward behavior across multiple models. PR 46259 addresses a different rule and should not be treated as the same change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different code paths: TRF003 return_tuple handling in model forwards vs TRF016/TRF018 dead do_* flags in processors. Shared model filenames are incidental, not evidence of the same fix." + "reason": "Different lint rules, different affected subsystems, and different behavioral changes. Shared files are incidental overlap across modeling modules, not evidence of the same fix." } ] }, @@ -21657,7 +21715,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "958eb9f2dee282ead99409719cfff293a47d4d9a25210aa17381596f116581e8", + "prepared_review_unit_hash": "f1dcb7876c3fa7efe72f0f9ee2b90727f13b946afbb5ee063739e698fb21629c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21679,18 +21737,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a broad model/CI change set, while the other is a tiny test-only placeholder that intentionally adds failing assertions. They do not fix the same concrete bug or implement the same change.", - "confidence": 0.97, + "summary": "These pull requests are not duplicates: one is a broad real code/config change, the other is an intentionally failing test-migration PR. They do not fix the same underlying issue or change the same code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45932 is the stronger canonical representative because it contains substantive code and CI changes across model files, whereas #46100 is just a test stub with intentional failures.", + "canonical_pr_reason": "PR 45932 is the better canonical representative because it contains the substantive production/workflow changes across model code and CI secrets, whereas PR 46100 is just a test file with deliberate failures.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the best PR to keep as the representative artifact since it reflects an actual implementation change; #46100 is clearly non-substantive and not a candidate for deduping with it.", + "best_pr_reason": "PR 45932 is the best overall representative of the cluster since it reflects an actual functional change; PR 46100 is clearly a non-production/test-only placeholder and not suitable as the cluster exemplar.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying intent and scope: #45932 updates model/CI code, while #46100 only edits one test file with deliberate failing assertions. They are not the same fix or mergeable into one PR." + "reason": "Reject: the PRs are unrelated. 45932 changes CI secrets and multiple model implementations, while 46100 only adds intentionally failing tests in ViT; they do not address the same bug or merge into one coherent fix." } ] }, @@ -21723,12 +21781,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "815939bf4304b05f4c8fff72d5133fedeaaa0d532ee13409c4ed59400efb6c83", + "prepared_review_unit_hash": "100834789e77d271a58d0f5a94a487f9f2d82cc71743de9c24edab4057c61582", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21736,7 +21794,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21745,30 +21803,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are thematically related PRs adding SDPA dispatch support, but they target different model families and code paths (CTRL, T5, and SeamlessM4T/wav2vec2 variants). They are not duplicates of one another.", - "confidence": 0.95, + "summary": "All three PRs are related by the same general feature request\u2014adding SDPA attention dispatch\u2014but they target different model implementations and distinct code paths, so they should not be deduplicated together.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the best representative of the cluster because it is the broadest and most substantive SDPA dispatch change, covering multiple related model implementations and their tests, while the others are narrower single-model adaptations.", + "canonical_pr_reason": "PR #46196 is the broadest representative of the cluster: it covers multiple model families (SeamlessM4T/v2 and wav2vec2_conformer/bert) and includes the most substantial implementation surface for the shared SDPA dispatch theme.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the strongest standalone change in the set due to its wider scope across several architectures and clearer cluster-level representativeness.", + "best_pr_reason": "PR #46196 is the best cluster representative because it is the most comprehensive of the three and most clearly showcases the recurring SDPA support pattern across models, while the others are narrower single-model variants.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA-support PRs, but they modify different models (CTRL vs T5) and different implementations/tests; they are not the same underlying bug or mergeable as one fix." + "reason": "Both add SDPA dispatch, but for different model code paths (CTRL vs T5). They are similar feature ports, not the same underlying bug or a single mergeable PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL-only SDPA dispatch is separate from the SeamlessM4T/wav2vec2 SDPA work; the affected code paths and model families are distinct." + "reason": "These target different model families and different attention implementations. The overlap is only at the high-level SDPA feature theme, not the concrete fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and SeamlessM4T/wav2vec2 SDPA dispatch address different concrete model implementations, so they should not be treated as duplicates." + "reason": "Both are SDPA support PRs, but they modify different architectures and test/documentation surfaces. They are not the same change and would not plausibly be merged as one PR." } ] }, @@ -21798,12 +21856,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "6aca59aae11064472ca1baded40110de838c5c7c7274fdb5bce2cb0b413226b6", + "prepared_review_unit_hash": "c7018d9ccac8c1b9d7b7c14a9a603fe0275a4c07a7d259f3650b58cb686216b6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21811,7 +21869,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21820,18 +21878,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs overlap in distributed-related files, but they are not the same change: #46126 is a focused EP + Trainer integration PR, while #46269 is a much broader distributed branch base spanning FSDP, tensor parallel, integrations, CI, and model loading. The shared filenames are incidental to the broader subsystem work, not evidence of a duplicate.", + "summary": "The two PRs overlap in distributed files, but they are not the same underlying change: #46126 is a focused EP + Trainer integration feature, while #46269 is a much broader distributed branch/base refactor spanning FSDP, tensor parallel, MoE, and integration plumbing. The soft duplicate edge should be rejected.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#46269 is the broader umbrella PR and more representative of the cluster\u2019s distributed-refactor direction, whereas #46126 is a narrower EP/Trainer feature integration.", + "canonical_pr_reason": "If a representative PR must be chosen, #46269 is the broader umbrella change and is more central to the shared distributed infrastructure, whereas #46126 is a narrower follow-on feature.", "best_issue_reason": null, - "best_pr_reason": "#46269 has the widest scope and touches the most shared distributed infrastructure, so it is the best representative PR for this cluster.", + "best_pr_reason": "#46269 is the stronger standalone representative of the cluster because it spans the larger distributed-system groundwork; #46126 is more specialized and depends on that broader context.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the PRs target different changes. #46126 adds EP/Trainer integration for DistributedConfig, while #46269 is a broad distributed branch base with FSDP, tensor parallel, CI, and multiple integration/model updates. They share subsystem files but do not appear to fix the same concrete code-path problem or be mergeable into one PR." + "reason": "Shared filenames alone are not enough here: #46126 adds EP/Trainer integration around router parallelism, while #46269 is a broad distributed branch base touching many unrelated subsystems. They do not look mergeable as one PR or the same concrete bug/change." } ] }, @@ -21861,7 +21919,7 @@ "soft_pairs": [ "pull_request:46138|pull_request:46432" ], - "prepared_review_unit_hash": "87ebf2d5096db9f52b19e88667ce616a33adb38d14a56495ea393554fe259983", + "prepared_review_unit_hash": "85d180585a92e4d80295f5d0cd50a2d8a60d5905470a72bcc57617c3558503d2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21883,18 +21941,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated workflow PRs: one changes stdin handling in self-comment CI, the other hardens ssh-runner by pinning and verifying a downloaded script plus unsetting HF_TOKEN. They should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "These are two unrelated open PRs touching different workflow files and different operational concerns, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different workflows and different problems, with no shared code path or concrete mergeable overlap.", + "canonical_pr_reason": "PR 46432 is the more concrete and security-oriented workflow hardening change, with a pinned download and environment cleanup; 46138 is a separate stdin-plumbing update in another workflow.", "best_issue_reason": null, - "best_pr_reason": "PR 46432 is the better standalone representative because it addresses a clearer security/operational concern with a concrete workflow hardening change, while PR 46138 is a small command-invocation update.", + "best_pr_reason": "PR 46432 is the clearest representative of the cluster only in the sense of having the stronger, more explicit change set, but it is not the same change as 46138.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different objectives; one updates comment piping in self-comment CI, the other pins/verifies a downloaded script and unsets a token for SSH. Not the same underlying bug or change." + "reason": "Different workflows, different filenames, and different purposes: stdin handling for self-comment CI vs pinned download and secret scrubbing for ssh-runner. They do not fix the same underlying bug or change." } ] }, @@ -21924,7 +21982,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "9de8a61679198114097bc594bfc866ffbd1c57a4edbe250fa9537c5115b66cb1", + "prepared_review_unit_hash": "df1760c825335c16f997fba52f4bd29b636990316c7c2d112dcec11013e9e98d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21946,18 +22004,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs replace file-based source inspection, but they address different code paths and different underlying problems: one in import_utils for resolving package files safely, the other in modeling_utils for detecting attention-implementation support. They are related thematically but are not duplicates.", - "confidence": 0.89, + "summary": "These PRs are thematically similar because both remove ad hoc file-open source reading, but they target different code paths and problems: one fixes source resolution in import_utils, the other changes a heuristic in modeling_utils. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better canonical representative because it targets a concrete, well-scoped source-reading helper in modeling_utils and has the clearest direct replacement of open()-based inspection with inspect.getsource.", + "canonical_pr_reason": "PR 46207 is the better canonical PR if one must be chosen: it has a narrower, explicit fix in _can_set_*_implementation with a matching test update, making the change scope clearer than the broader source-resolution refactor in PR 46152.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best fit for the cluster since it most directly states the source-reading/open() problem and has the most self-contained fix. PR 46152 is a separate import-utils/resource-resolution change.", + "best_pr_reason": "PR 46207 is the strongest standalone candidate because it targets a single concrete behavior change and includes tests; PR 46152 is also valid but addresses a different subsystem and a more infrastructural helper.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "They both avoid open() for source access, but the fixes are for different utilities and different behaviors: import path/resource traversal vs attention-implementation capability detection. Not the same concrete bug and not mergeable as one PR." + "reason": "Both replace file-open source reading, but they fix different mechanisms in different modules: import_utils source traversal vs modeling_utils attention-implementation detection. They do not appear to be the same bug or the same mergeable PR." } ] }, @@ -21990,12 +22048,12 @@ "pull_request:46337|pull_request:46362", "pull_request:46362|pull_request:46368" ], - "prepared_review_unit_hash": "5e5f94fdd572784588ada0d9fd303a3bcf6248222bb2df52e89e2e929e6e92b5", + "prepared_review_unit_hash": "6a2be0f8d5761b093e814d1df351773cdeaff29193f6971d2b9ff8dda6faef05", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5963, + "serialized_chars": 5961, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22003,7 +22061,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5963, + "serialized_chars": 5961, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22012,30 +22070,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-test PRs. Two only skip quant-cache tests for different architectures, and the Cohere2MoE PR changes test setup to avoid an accelerator/device-map failure. They are similar in style but not the same underlying bug or fix.", - "confidence": 0.94, + "summary": "These are three separate test-related PRs for different models. The two quant-cache skip PRs are only superficially similar; they target different model-specific cache implementations and are not the same underlying fix. The Cohere2Moe PR is a distinct configuration change for a device-map test failure.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46337 is the most substantive representative: it adjusts the Cohere2MoE test configuration to work with accelerate/offload and addresses a concrete device-map failure, rather than just skipping a test.", + "canonical_pr_reason": "PR 46337 is the most concrete and representative fix: it adjusts Cohere2Moe test settings to avoid an hf_device_map/offload failure by changing model test parameters and split thresholds.", "best_issue_reason": null, - "best_pr_reason": "PR 46337 is the strongest standalone change in the cluster and the clearest representative, but it is not a duplicate of the other two because it targets a different failure mode and code path.", + "best_pr_reason": "PR 46337 is the strongest standalone change in the cluster and the only one fixing a specific runtime/test failure rather than skipping a test.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Different models and different failures: Cohere2MoE device-map/offload setup vs NemotronH hybrid-cache incompatibility with quantized cache. Same broad area of tests, but not the same bug or mergeable fix." + "reason": "Different models and different cache paths; one fixes Cohere2Moe device-map test setup, the other skips a NemotronH quant-cache test. Not the same underlying bug." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Cohere2MoE is fixing accelerate split/device-map behavior, while DeepSeek V4 is skipping a quant-cache test due to custom rolling-window cache state. Distinct model-specific issues." + "reason": "Different models and unrelated failures. Cohere2Moe changes test configuration for device placement, while DeepSeek V4 only skips a quant-cache test." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both are test skips around quantized cache, but for different architectures and cache implementations. They do not appear to fix the same concrete code-path problem." + "reason": "Both skip quant-cache tests, but for different model-specific cache implementations and failure modes. Similar pattern, not a shared concrete fix." } ] }, @@ -22065,7 +22123,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "d01a3ae16ff9f59e6b546d011cbd105751b28a36cea11b83ce1b1550a3e76111", + "prepared_review_unit_hash": "7e35fde77b7bce65c094b0b2c5cb67e427dd98bbef0285c4ebbaa6ba3cbdeb34", "component_budget": { "node_count": 2, "item_count": 2, @@ -22087,18 +22145,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one is a draft infrastructure change for multimodal continuous batching, the other is a new HunYuan VL model implementation with docs and tests. This looks like a false soft-similarity match.", + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. There is no duplicate or mergeable overlap.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items do not describe the same code path or change, so neither can represent the other as a duplicate.", + "canonical_pr_reason": "No canonical PR: these are different feature areas with no shared concrete code-path or implementation target.", "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the more self-contained, complete feature PR, so it is the better cluster representative even though it is not a duplicate of PR #46376.", + "best_pr_reason": "46417 is the more self-contained, complete feature PR; 46376 is a draft infrastructure change in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Reject: these target different areas and changes\u2014continuous batching multimodal support versus a HunYuan VL model add with docs/tests\u2014so they are not the same underlying change and would not be merged as one PR." + "reason": "Different domains and code paths: continuous batching/multimodal cache changes vs a new HunYuan VL model implementation; not plausibly one merged PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 2e13fddf08f45ba70fa8c2d6bd4acc3d8e768fa0..50e031030bd917f422b502dd0ad584e40b452894 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260606t120018z", + "analysis_id": "hybrid-model-20260606t180020z", "archived_artifacts": { - "hybrid": "snapshots/20260606T120018Z/analysis-runs/hybrid-model-20260606t120018z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260606T120018Z/analysis-runs/hybrid-model-20260606t120018z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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The only clear duplicate pair is the DeepSpeed ZeRO-3 / BertModel IndexError reports.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43638 is the broader ZeRO-3/Bert crash report; it covers the same empty-index failure as 43596 and is the better canonical target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the best representative of the duplicate pair because it states the training context and broader non-pretrained Bert repro more clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: config attribute error vs streaming API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are GPU/MoE-related, but the reported errors are unrelated code paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug classes: dtype mismatch in multimodal preprocessing vs AMD GPU support failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the AMD GPU execution failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE problems with different symptoms and likely different fixes." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is distinct from GPT-OSS AMD GPU incompatibility." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Deepspeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific failures, but not the same bug or code path." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure and Qwen3 auto-device-map CUDA assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and RAG docs cleanup are completely different issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they target different removed v5 references." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export vs missing GenerationMixin import are different regressions." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different symptoms: SFT embedding unpacking vs resume-training/remote-code behavior." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as Gemma4 device placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError/shape-style crashes, but on different models and failure mechanisms." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert IndexError is unrelated to resuming training with trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different tensor-shape failures with different model/setup contexts." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch and video feature/token mismatch are different multimodal bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask indexing failure is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and resume-training issues are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed/Bert IndexError is unrelated to local-model resume with remote code." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Missing pad_token_idx and resume-training are different problems." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different models and different DeepSpeed failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/Bert empty-index crash; 43638 is just the broader repro." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Cross-entropy/Liger kernel issue is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA save/reload mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to LoRA merge/reload output drift." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Checkpointing/FSDP tensor-size mismatch is not the same as the mask-shape error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Training weight-shape error and collective mismatch are different DeepSpeed bugs." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but CPU offload incompatibility and meta-to-empty uninitialized memory are distinct paths." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 IndexError is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing mismatch and custom compute_loss signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/multimodal bugs with no shared concrete code path." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma/Qwen multimodal bugs and different symptom domains." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM attribute error and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are separate bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility and Qwen-3 NVFP4 runtime error are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is unrelated to Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRl SFT embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 issues with different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error types." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger/cross_entropy issue is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both involve ZeRO-3, but Gemma3 loading and Bert init crashes are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but one is about removed pipeline tasks and the other about the run command." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Multimodal dtype mismatch and video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS MoE histogram error." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT unpacking issue is unrelated to the MPS histogram error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Cross-entropy/Liger kernel issue is not the same as Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom compute_loss signature regression are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import removal." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy/Liger kernel issue is unrelated to the mask indexing crash." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU support bug and RAG docs cleanup are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing Sam3Model weights are different issues." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/version incompatibility and USE_DISTRIBUTED=0 regression are different compatibility bugs." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure and distributed-off build regression are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 issues, but the models and failure mechanisms differ." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM attribute error and Qwen3 auto-device-map assert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the duplicate call on issue:43596 / issue:43638 is conservative and supported by the text. The soft-edge verdicts also stay appropriately cautious by rejecting only when the issues clearly differ in model, failure mode, or code path. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44589|issue:46304", + "issue:45823|issue:46294", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "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:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43404|issue:43866", + "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:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070" + ], + "prepared_review_unit_hash": "696100e58261ab3422857fd16b3ec74c95f133bc2511c532303d9429233f0b0d", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports, with one tokenizer-regression cluster that is similar but not strong enough to accept as a duplicate edge from titles alone. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is still the best canonical issue: it is the broadest tokenizer regression report, spans multiple model families, and is the clearest umbrella for nearby tokenizer complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative of the shared tokenizer problem because it is broader and more central than the Granite-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failure modes: storage-object lookup vs distributed build/runtime compatibility." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model paths and symptoms: device mismatch vs video feature/token mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different APIs and different changes." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model/hardware support issue versus table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different processors/models and no clear shared code path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross-entropy usage is unrelated to Qwen video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "The titles are similar and both suggest a tokenizer regression, but there is no body-level evidence or direct linkage here; this is only a possible duplicate, not enough to accept." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading failure for NemotronH is unrelated to RAG documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are different problems." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load-related, but they involve different models and different causes." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes initialization incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 loading error is unrelated to RAG documentation." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the model/config contexts differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the reported setups and failure paths differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure is unrelated to table-question-answering." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems with different models and likely different causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the pydantic/PretrainedConfig regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3/Bert index error is unrelated to torch-transformers compatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime issue is unrelated to the pydantic config regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but the concrete failures are different." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE-related failures in different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and checkpoint corruption are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve runtime/tracing symptoms, but not the same concrete bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and sliding_window_pattern are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version compatibility and device mismatch are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are zero-size/index errors, but the exact contexts differ enough to avoid merging." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are different model-support issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and pydantic field breakage are unrelated regressions." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related failures, but in different model/trainer contexts." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both touch GPT-OSS/MoE, but the failure modes are different and not clearly mergeable." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights TypeError is not the same as the PretrainedConfig regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window handling and pydantic config regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the accepted soft-edge verdict for issue:45812 \u2194 issue:45920 is too strong for the packet. The evidence here is only title-level similarity plus a high soft-similarity score; there is no body content or direct linkage proving they share the same root cause. Since `deterministic_accept` is false, this should stay a tentative/possible duplicate rather than an accepted one. The rest of the verdicts look conservative, and there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "75859e9a245cdc1746c61e70db25f981ed3becc9bcde05b570b636affde97ba8", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37529, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate-like pair is the v5 non-persistent-buffer regression reports; most other soft pairs share a subsystem or symptom wording but not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43950 is the most central and general report for the confirmed duplicate theme: a Transformers 5.x regression that corrupts non-persistent buffers on load. Its wording matches the broader downstream reports and best captures the underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best representative of the only strong duplicate cluster in this set because it states the regression clearly and broadly, without being narrowed to a single model or workaround.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal dtype/video/image handling, but they describe different failures and model families: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is about recent transformers breaking remote_code models; the other is a specific torch/transformers version incompatibility. Shared broad dependency context, but not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "These are unrelated runtime failures: grouped_mm tracing in Mixtral float32 vs missing Float8 storage type. Different code paths and root causes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video input regressions, but one is a v5.3.0 regression across several Qwen VL variants, while the other is a chat-template feature/token count mismatch for Qwen3.5-9B." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/shape errors under ZeRO-3, but the reported tensors and failure modes differ: mask-length mismatch vs zero-sized index access in BertModel." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality/behavior, but one reports degraded text embeddings while the other reports nonsensical AutoModel/pipeline outputs. Not enough evidence of the same underlying defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen 3.5/3.6 multimodal internals, but one is config unwrapping in AutoModelForCausalLM.from_config and the other is uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Undefined tf backend from missing TensorFlow is unrelated to the torch/transformers incompatibility report." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different concrete failures: FSDP 'weight must be 2-D' versus TRL SFT trainer unpacking Qwen3.5 input embeddings." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both are model-specific training/inference issues, but they affect different models and different mechanisms: Mistral-3 dtype handling vs Qwen3.5 SFT embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "These are entirely different model reports with no shared code-path or symptom beyond being performance/runtime complaints." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are separate v5 issues with different triggers and fixes." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom remote-code loading, but one is a cache path collision for same leaf directory names, while the other is loading the wrong custom module after save_pretrained. Similar area, different bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and tied-weight issues in translation models are different implementation problems, not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback selection logic." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention group-type crash and tied-weights translation issues are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weight translation issues do not share a code path." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weight translation issues are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion has no meaningful overlap with a docs notice about the removed transformers run command." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern input validation/error messages, but they target different model families and different validation logic." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the removed run command documentation issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization in v5 and Qwen-3-8B-NVFP4 runtime errors are different problems." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issues and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same regression: Transformers v5 mishandles non-persistent buffers during loading/materialization, causing junk values to appear." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation example errors and SigLIP2 embedding quality complaints are different symptom classes and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Both concern non-persistent buffers, but 43644 is a broad 5.0.0 buffers-junk report while 43950 specifically describes from_pretrained corruption. Related, but not enough to call a duplicate with the evidence given." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer num_items_in_batch and Gemma3 ZeRO-3 zero-size index errors are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype-related failures, but one is an autocast dtype mismatch in Phi-tiny-MoE and the other is a Qwen3.5 RLHF NaN/position_ids instability issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes __new__ keyword incompatibility is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch buffer/materialization behavior, but 43950 is a non-persistent-buffer load regression while 45902 is an uninitialized rotary embedding frequency issue after meta-to-empty materialization." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization-version changes are separate user-visible problems." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and noisy model-loading logs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The 43950/44534 duplicate call is strongly supported by the titles and descriptions, while the other pair rejections avoid overclaiming similarity. The wording is a bit stronger than the evidence in places (\u201cconfirmed duplicate theme\u201d), but not enough to invalidate the overall judgment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315" + ], + "soft_pairs": [ + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "d6b01a2b48e74a09c8aecbb50f27932a2a5adcf9e2e7b13a79efb72db1ef8161", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37693, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only apparent subthreads are a SigLIP2 correctness group and a docs-v5 pipeline-removal group, but the evidence is too weak to merge those pairs as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43493 is the strongest standalone issue in the cluster because it is the clearest SigLIP2 implementation discrepancy report and the best representative of that small subthread, but it should not be treated as a confirmed duplicate target for the other SigLIP2 ticket.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the best overall issue candidate because it is the most concrete and technically specific report among the otherwise unrelated issues, with the broadest potential to anchor the SigLIP2 subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same general model family, but the packet only shows topical SigLIP2 similarity; it does not establish the same concrete bug or change." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures in different model-loading paths; no shared underlying bug is evident." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence handling and Qwen3_5 MoE CPU-offload rotary embedding are different code-path problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model paths and symptoms: Gemma4 FSDP2 KeyError versus Qwen3_5 MoE uninitialized-memory behavior." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and int4 quantization memory regression are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but the evidence only supports weak topical similarity, not the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading issues, but for different models and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise versus a specific ScandiBERT load failure; too broad to merge." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both concern model loading, but they describe different checkpoints and different symptoms." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is missing fields in AutoConfig and the other is a broader compatibility regression." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: LoRA checkpointing behavior versus MoE memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config failures with no clear shared code path." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op support and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptom classes; no evidence of the same defect." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing class import and bitsandbytes constructor incompatibility are different problems." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading errors with different likely root causes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code breakage and Gemma4 device placement during forward are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping failure is not the same as the broader remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-map mismatch are different runtime bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage and Kimi-K2.5 tokenizer codec regression are different concrete problems." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and non-persistent buffer corruption are separate state-loading issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "The docs issues are related by topic, but the packet evidence is only broad topical overlap; it does not justify treating them as the same cleanup ticket." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "The two _is_hf_initialized-related reports target different loading paths and are not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3 MoE FineGrainedFP8Config versus bitsandbytes constructor incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "A vague Whisper load complaint does not match a specific fbank feature extraction issue." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer unexpected kwarg error and mask/tensor shape mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too assertive for the packet. In particular, the two accepted soft pairs are not grounded strongly enough: issue:43054 vs issue:43493 and issue:43827 vs issue:44509 are only supported by broad topical similarity in the packet, and the packet\u2019s own soft-pair metadata marks both as non-deterministic accepts. The cluster may indeed contain related SigLIP2 and docs subthreads, but calling them likely duplicates / the same documentation cleanup overstates the evidence. The conservative path would be to reject those soft-edge merges or phrase them as weak similarities rather than likely duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "2c65342f00d49cd7c69545ab3d1ec32002f476d98d5fab52731e891ab36725f0", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions, heavily concentrated around model loading / initialization issues. Only one soft pair looks like a true duplicate; the rest are similar at the theme level but not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43957 is the broadest, most representative loader-regression report in the set: it describes a generic v5+ meta-device loading breakage that can plausibly subsume several narrower model-loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 is the best global representative because it is the most general and reusable description of the dominant theme in the cluster (transformers v5 loading regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: PEFT/LoRA gradient-checkpointing behavior vs a missing trust_remote_code flag on a Nemotron-3-Nano-Omni variant." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3-MoE weight conversion/loading and the other is gradient averaging with GAS; different code paths and failures." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and different failure surfaces (Voxtral error message vs EMBEDDIA/est-roberta load failure)." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen model families and report different missing-weight symptoms; not clearly one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "A generic unit-test loading failure versus a specific NemotronH checkpoint-loading bug; different models and root causes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF/position_ids/SDPA instability is unrelated to a flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error text is similar, but there is not enough evidence they are the same underlying mask-shape bug rather than separate occurrences in different contexts." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video handling, but one is a broad v5.3.0 regression across several models while the other is a Qwen3-vl-embedding StopIteration; not the same concrete fix." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading failures: Voxtral error messaging versus a sleng-bert load failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different architectures and failure modes: NemotronH checkpoint loading versus Sam3 text-encoder weights not loading." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void-segmentation-map image-processor bug are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-related code, but they are different models and different bugs (rope scaling vs uninitialized inv_freq after meta->to_empty)." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 KeyError in attention and the other is a device mismatch with device_map='auto'; distinct issues." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: gpt-oss GGUF support versus a sliding_window issue in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched embedding leak and Whisper empty-transcription failure are different models and different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram-on-Int MoE error are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support is unrelated to the Float8 storage lookup/type error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing Qwen2.5_VLForConditionalGeneration is a different failure from meta-device model loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is a separate bug from the meta-device loading regression." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same custom-model-initialization regression in Transformers 5.0.0; the notebook report is just a narrower manifestation of the general issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash and Qwen3.5 flash-attention illegal memory access from 3D position_ids are different problems." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen video/input processing, but one is a video StopIteration regression and the other is an unpacking failure in TRL SFT; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3d_parallel.py runtime failure is unrelated to gpt-oss GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3MoE FP8 loading failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping maintenance bug and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and a generic mask/tensor shape mismatch are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both are about siglip2, but one reports zero probabilities while the other reports nonsensical outputs via AutoModel/pipeline; related model family, but not enough to treat as one concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR long-input index error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The cluster is indeed dominated by broadly similar Transformers loading/initialization regressions, and the one accepted duplicate pair (43645/43646) is plausible from the titles. The false soft-edge calls are mostly well-justified by model/failure-surface differences, without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43708|issue:44075", + "issue:43644|issue:43645", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "2d20bc68b79aef52c3b51667d779524e0912f687a2fc088c8f6a0d114eb9b9a2", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of Transformers bug reports with a few clear duplicate pairs. The strongest true duplicates are the non-persistent-buffer regression and the resize_token_embeddings propagation bug; most other soft pairs are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed report in the set, with the most inbound references and a wide user-facing failure mode around quantization/offloading. It is the best single anchor for the cluster even though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue overall: it is actively discussed, has multiple inbound references, and describes a broadly impactful runtime failure rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: a ZeRO-3 BertModel IndexError versus a tokenizer-mapping registration bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "These describe unrelated bugs: BertModel/ZeRO-3 init failure vs add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve loading/config validation, but the model families and failure modes differ; not clearly the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration and a mask shape IndexError are unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Offload/dequantized loading failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a doc example with model/processor mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers 5.x fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failures; shared training/loading context is too broad to treat as one bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but cudaErrorAssert on A800 and FineGrainedFP8Config failure are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config versus Strix Halo mmap/OOM." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the reports are for different models and no shared root cause is established." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example with extra errors while the other is a general nonsensical-results report." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint step calculation and SGD argument handling are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to notebook custom-model initialization failures." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and quantization/offloading failure are related only at a very broad resource-management level." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different loading errors." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different symptoms: Qwen3 MoE training memory usage versus int4 quantization OOM regression." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion and GLM-4.7-Flash load tests are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading/training issue versus quantized save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility and gemma4 resize_token_embeddings propagation are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "No shared underlying bug: LoRA/qwen3_moe compatibility versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/load extra_state handling and init_empty_weights unexpected argument are separate loading bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied output/input embeddings." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash-attention, but one is a position_ids packing crash and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying issues, but they appear model-specific rather than one concrete shared code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the conservative stance on most soft pairs is appropriate. The two accepted duplicate pairs are well supported by near-identical titles and matching bug descriptions, and the canonical issue choice is defensible from the discussion/inbound-reference signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:45812|issue:46315", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716" + ], + "prepared_review_unit_hash": "4f3d96727025d89196fa9165048846e5bbc3ff598094a285ec3e893550953e84", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38510, + "estimated_input_tokens": 9628, + "estimated_eval_tokens": 19512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only clear duplicate family is the `resize_token_embeddings` regression affecting output embeddings / decoder embeddings; the rest are too different to merge as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the core bug in the most general form (`resize_token_embeddings` not updating output embeddings), and the other close matches look like model-specific manifestations of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the strongest global issue representative: it is broad enough to cover the specific Gemma4 and T5Gemma reports while still describing the same concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is a Torch-version compatibility issue and the other is a `torch.device(\"meta\")` model-loading bug; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batched inference leakage are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Doc/example errors for SigLIP2 and a GLM5 issue are not the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "These concern different models and different loading/token-vocab problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/offloading, but one is offloading behavior and the other is int4 memory growth/OOM; not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 `shared_kv_states` rebuilding and `from_config` not unwrapping `text_config` are different Qwen/Gemma multimodal bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated loading problems." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 `KeyError` and Qwen3_5Moe CPU-offload incompatibility are different failures." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 embedding/token leakage is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory reservation and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "NVFP4 loading failure and MXFP4 loading/fallback behavior are distinct quantization bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 attention state handling are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is disallowed in eval mode; different issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not update output embeddings, with 45276 being the Gemma4-specific manifestation." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are different model-loading problems." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict Granite speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and Qwen3.5 RLHF gradient explosion are different failures." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is read-only permission propagation during `save_pretrained`, the other is wrong custom-module loading after save; related area, but not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 state rebuilding are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression and Trainer checkpoint-resume `max_steps` miscalculation are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage is unrelated to `extra_state` save/load handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize-token-embedding bug family; 45335 is the T5Gemma-specific case where `decoder.embed_tokens` is not updated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and slower `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch in one model and a separate model-load failure in another are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code-path problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` breakage and tokenizer-version changes are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom models under Transformers 5, but one is `base_model_prefix` loading and the other is notebook-based initialization; different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the resize_token_embeddings/output_embeddings family as a clear duplicate cluster, while treating the other high-similarity pairs as non-duplicates for distinct reasons. The two accepted soft edges are well supported by the issue titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:46326", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43582|issue:43632", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "1ab313da16ed0226ce467c8f33082d329a142b4278653d29da026b70d88bfde8", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft pairs are superficial overlaps around tokenizers, loading, or v5 regressions, but they do not share the same concrete bug or fix path. All soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue is justified; the items span unrelated bugs/features across model loading, tokenizers, quantization, docs, and runtime/device-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 45081 is the closest anchor because it is a concrete tokenizer-loading regression with some nearby similarity to other tokenizer failures, but it still does not unify the cluster into one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash vs a generic template-node compilation error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same bug as the Qwen3.5 cache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is a different code path from Perceiver interpolation behavior." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL is not the same as a mask-shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation failure are distinct bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of issue 38071 does not match the mistral_common continue_final_message tokenizer bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline/task deprecations and should not be merged." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage is a different problem from tokenizer continue_final_message handling." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-token conflict and gguf_file loading failure are separate tokenizer/model-loading issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SIGLIP2 nonsensical outputs and ModelOutput key assignment with None are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a version-gated loading regression and the other is a weight-shape mismatch; not the same concrete fix." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 BertModel init failure is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and est-roberta tokenizer load failure are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Handling extra_state in save/from_pretrained is not the same as unwrapping text_config in from_config." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but the failing models and code paths differ: est-roberta loading vs Mistral regex patching." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and disabling mmap for Strix Halo OOM are separate memory issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language and CamemBERT masked-LM prediction errors are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization and Qwen VL video-input regression do not share a code path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and different underlying mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES handling and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are distinct device-related bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different loader bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer gpu_broadcast_one NoneType and Whisper pipeline return_language are unrelated errors." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and template-node compilation errors are different bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIPTextModel structure inconsistency and Sam3Model text-encoder weights not loading are unrelated model-loading issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "GPT-OSS perplexity on WikiText-2 and tokenizer post-processor update behavior are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing fields and Qwen3.5 linear_attention cache crash do not share a concrete fix 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": 21, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:43746|issue:46326", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:43089|issue:45987", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:42915|issue:44291" + ], + "prepared_review_unit_hash": "26e02d3f920d37d0e840cf455b8edb4fcfe085e756448c84ccd22e4c4ae6bc41", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38321, + "estimated_input_tokens": 9581, + "estimated_eval_tokens": 19418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several titles are superficially similar, but they describe different concrete regressions, models, or code paths. I would not merge any of the soft edges; at most, issue 43646 is the broadest representative of the small custom-model-init subset.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43646 is the broadest, cleanest regression report among the closest-looking items (43644/43645/43646), so it is the best representative issue if one must be chosen; however, the surrounding cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general and highest-signal issue title in the cluster, but it should only serve as a local representative, not evidence that the whole cluster is one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated failures: TrainerState token counting vs Qwen2.5-VL iterable image batching." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different loader paths." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different concrete problems: torch dynamo grouped_mm tracing error vs template-node compilation error." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different areas and symptoms: multimodal dataset handling vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend availability, but one is missing TensorFlow in an extra and the other is an unsupported backend mapping entry." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both touch Whisper/special tokens, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model/runtime failures: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache linear_attention group handling on Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 initialization regressions, but one is non-persistent buffers being filled with junk and the other is generic custom model initialization failure." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Same audio feature area, but the reported failures are different concrete bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic from_pretrained/gguf_file regression and the other is a specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failures: missing tied-weights metadata vs inability to load a specific BERT checkpoint." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to custom model initialization regressions." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: dequantized device_map offload vs GGUF model loading in v5." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures and code paths; no evidence they are the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading regressions, but for different models and likely different tokenizer/model configs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs: hidden-state output handling vs RoPE temporal \u0564\u056b\u0580. scaling for still images." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: local PEFT checkpoint loading vs mistral_common chat-tokenization behavior." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward is not the same bug as StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is missing padding-mask support in MIMI." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both concern v5 initialization regressions, but the notebook/custom-model issue is not the same as non-persistent-buffer corruption." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Generic custom model initialization failure is broader than, but not identical to, junk-filled non-persistent buffers." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different symptoms: loading noise vs a tokenizer crash in _patch_mistral_regex." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failure modes; no concrete shared bug is evident." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying bug in Mistral3 is unrelated to device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Completely different errors: FP8 configuration failure vs template-node compilation error." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal issues: bad AutoModel/pipeline outputs vs processor size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Distinct multimodal failures: Llava Next load segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are correctness bugs in audio/token models, but they involve different components and different underlying mechanisms." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead and StaticCache return-type mismatch are unrelated problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loaders and failure signatures: model loading regression vs Mistral regex patch crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different affected models and root causes; not the same tokenizer bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/checkpointing compatibility is unrelated to OmDet-Turbo processor sizing." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs slow convert_tokens_to_ids regression; different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank helper issue vs compiled flex_attention failure on newer torch; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different regressions: FineGrainedFP8Config on Qwen3Moe vs init_empty_weights/_is_hf_initialized argument mismatch." + } + ] + }, + "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": 21, + "review_unit_index": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46209", + "issue:46326" + ], + "soft_pairs": [ + "issue:44062|issue:44987", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:46209|issue:46326", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:35707|issue:40444", + "issue:43482|issue:43525" + ], + "prepared_review_unit_hash": "3ae6a5cee88a5bafb4feb8c2c8de12bb3fecf729737efba71946fa5fa4fddf98", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35800, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated transformer regressions and model-specific issues. A few pairs share broad themes (Qwen save_pretrained, tokenizer loading, Qwen-VL regressions), but none are clearly the same concrete bug from the available evidence.", + "confidence": 0.45, + "canonical_issue_reason": "issue:45812 is the strongest representative issue: it describes a broad, explicit regression in AutoTokenizer with multiple inbound references and a clear user-visible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is a good canonical candidate because it is specific, impactful, and broadly worded enough to represent the tokenizer regression family without overfitting to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different failure modes: AddedToken special-arg conflict vs. loading failure for a specific model. No shared concrete bug path." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained, but one is a broad checkpoint regression and the other is a specific visual-encoder-key issue; not enough to \u092a\u0941\u0937\u094d\u091f\u093f same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated tokenizer class error vs. MobileLLM load KeyError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8/float8, but one is a model/config failure and the other is a storage-object runtime error on a different path." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference on B200 and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen-VL, but one is a broad video-input regression and the other is a still-image rope-index scaling bug; not clearly the same defect." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict vs. Qwen3 auto device mapping cuda assert; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Granite speech config loading are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tie_word_embeddings, but the concrete symptoms and affected paths differ substantially." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized loading regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window issue; no common bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility issue vs. loading noise regression; not the same artifact." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and rope-index temporal-position bug are different Qwen2.5-VL problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base model prefix loading bug vs. non-persistent buffer initialization bug; distinct failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens bug are not the same issue." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and est-roberta tokenizer loading regression are different symptoms and likely different code paths." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL-related training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: initializer flag handling vs. buffer corruption." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention torch-compat failure and remote_code loading regressions are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is add_special_tokens not adding BOS/EOS; not the same defect." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length issue are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention-3 training degeneration and zero-loss single-label classification are different model-training bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern AutoTokenizer regressions, but one is about ignoring tokenizer.json and the other about wrong Granite token IDs; not enough evidence they are the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate 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": 21, + "review_unit_index": 11, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "4720c0188523b3dd97b878e41ed7a575808adbaf13597cbc212e35e7ea812829", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35887, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped by broad textual similarity (especially around Transformers v5 and Qwen/VL), but the actual bugs span distinct code paths and models. I do not see any soft pair that is clearly the same underlying fix.", + "confidence": 0.77, + "canonical_issue_reason": "If a representative issue is needed, issue 43611 is the cleanest anchor because it is a concrete, high-signal Transformers v5 loading regression with broad relevance; however, the cluster as a whole is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue to represent the cluster\u2019s broad v5-loading regression theme, but it should not be treated as a true umbrella for the other model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention loading/offload, but one is a device_map dequantized-model failure and the other is Qwen3 MoE training memory usage; different bugs and fixes." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern missing TensorFlow-related packaging/backend behavior, but one is an install-time backend omission and the other is a runtime tf backend error with tensorboard-only installs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: tokenizer error messaging for Voxtral vs an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-weight/loading complaints, but they target different models and different missing components (video tower vs text encoder)." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Related only at a very broad vision-model level; one is Video-LLaVA architecture weight sharing, the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are separate regressions with different code paths." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer serialization are unrelated internal state/serialization bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Mistral regex patch crash are unrelated model/tokenizer failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/masking, but they affect different models and different mechanisms: MIMI padding masks vs Gemma3 sliding-window all-padding NaNs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal position issues, but one is finetuning with multiple images per prompt and the other is video-input position IDs; likely separate fixes." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bfloat16 dtype mismatch are distinct problems with no clear shared code path." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk values and ModelOutput key assignment are different serialization/state bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL positional logic, but one is still-image temporal position scaling and the other is video-input vision_position_ids; too different to merge confidently." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 model-loading regressions, but one is base_model_prefix handling and the other is custom model initialization; separate root causes." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is package/backend installation metadata, the other is a vLLM load failure for PaddleOCR-VL; different failure layers." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model loading regressions are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference problems on different models and code paths." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are long-context/multimodal indexing issues, but one is Qwen2.5-VL rope scaling and the other is Kosmos2.5 OCR input indexing." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading under v5 are separate model/version issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config loading are different initialization/config-validation problems." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but one is Qwen video-input behavior and the other is Gemma4 device-map PLE mismatch." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export torch_compilable_check failures are different execution paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated audio 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": 21, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:44991|issue:46291", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "d32715da040e2313c5cedd5e2c667a97d476cdc7d2865b3b7903d2fd0bc732df", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36852, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated bug reports. The soft pairs generally share only broad subsystem/model-family overlap, not the same concrete underlying defect or fix path.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the closest anchor because it is the broadest offloading/quantization/device-placement report in the set, but the cluster is too heterogeneous to treat any issue as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue for triage only because it sits at the center of the few offloading/quantization-related overlaps; it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: perplexity on GPT-OSS vs Whisper empty-transcription generation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated bugs: Bark voice_preset loading vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model families; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths: generation cache behavior vs Qwen3 device-map CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete defect." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention loading/device behavior, but one is CPU-offload mismatch and the other is DAC latent conversion parity." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but the model classes and failure mechanisms differ too much to be one bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/quantization errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/generation corruption is unrelated to torch.compile SDPA failures." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window masking off-by-one is unrelated to tokenizer speed regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask output mismatch and OmDet processor size mismatch are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization issue does not match bfloat16 dtype mismatches." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion and missing supports_gradient_checkpointing are separate issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a specific dequantized load failure and the other is a broader offloading regression; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: batched-vs-single encoder outputs vs non-default image resolution handling." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to sinq save/load breakage." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to composite Qwen text_config unwrapping." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/generation bug is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id regression is unrelated to tokenizer conversion performance." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure classes: Qwen3 CUDA assert vs Llava Next segfault." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and kernels dependency/version import error are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is not the same as junk-filled non-persistent buffers." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3MoE FP8 config failure are different issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3-family generation/runtime bugs, but the symptoms and code paths differ; too broad to merge." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Incorrect lm_head serialization and wrong visual-encoder save keys are different save_pretrained regressions." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image-processor label reduction bug is unrelated to missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading problems for different models; no shared underlying defect." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression is unrelated to T5 apex RMSNorm memory leak." + } + ] + }, + "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": 21, + "review_unit_index": 13, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:42175|issue:46291", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:43425|issue:46291", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43540|issue:43782" + ], + "prepared_review_unit_hash": "f68141e4453d337e9203b445e923d2a964416b3c318b6f077b411b8eeb27edce", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bugs that happen to share broad themes like tokenization, offloading, multimodal loading, or config regressions. I found no pair that is clearly the same concrete underlying issue, so all soft edges are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45701 is the broadest representative here: it is an open, discussion-heavy regression report about version-dependent tokenization behavior, which is the closest umbrella issue among the largely heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best overall cluster representative because it is broad, still open, and plausibly subsumes multiple tokenizer-regression reports better than the more model-specific or platform-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version/behavior changes, but one is perplexity on gpt-oss and the other is tokenizer output changes; different symptoms and likely different causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg handling is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both touch Sam3, but one is a dummy Conv2d in the pixel decoder while the other is missing text encoder weights; distinct code paths." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and dtype mismatches are different bug classes in different subsystems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature regression is unrelated to a Qwen3 MoE FP8 loading failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate model/config problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape handling is not the same underlying bug as tokenization changing across versions." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve offload/memory behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo; not one concrete fix." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure and packed-weight unpacking during accelerate loading are unrelated implementation paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "A dtype propagation bug in Blip2 is unrelated to checkpoint resumption max_steps calculation." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and kernels v0.15 version/revision requirements are unrelated packaging issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are regression-style model bugs, but one is untied lm_head weights and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "A variable-name collision in Gemma3n forward is unrelated to a Gemma4 device-mapping mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and a 3d_parallel.py run failure are different failures with no shared code path." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve/multimodal paths, but one is a str-to().to crash in continuous batching and the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image size/preprocessing, but they concern different models and different mismatch mechanisms." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "These are different tokenizer AttributeErrors for different model families and tasks." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A processor/tokenizer API regression is not the same as a generic tokenization-change report." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 loading and dequantized model offload failures are different problems." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and read-only permission propagation are unrelated save/trust_remote_code bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels v0.15 dependency requirements are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention parallelism/device mapping, but the concrete failures are different enough that they would not be one PR." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to evaluate/kernels dependency resolution." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are distinct configuration issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent-state reset are different model-specific logic bugs." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patching crash and Granite tokenizer ID regression are separate tokenizer issues." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and MLuke task AttributeErrors are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and Llava Next segmentation fault are different failure modes and models." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is a video-processing ValueError and the other is a weight_only=True load error; 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": 21, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:43316", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:43421|issue:45812", + "issue:43526|issue:43881", + "issue:36331|issue:41720", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:45406|issue:45464", + "issue:43873|issue:45704", + "issue:41720|issue:43746", + "issue:44387|issue:45701", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "8cf8baa47537f2bb05ac80873ed3b1ea8d5bcc89400d642c5d9f0d1a7dba634a", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36340, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformer issues that only look similar at a broad subsystem level. The only clear duplicate pair is the Qwen2_5_VLProcessor batched-input/padding=False crash.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44514 is the cleanest canonical: it has the fuller, more specific title for the duplicated Qwen2_5_VLProcessor.apply_chat_template crash, and 44545 reads like the same report with slightly different wording.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best representative issue because it is an exact duplicate target with a concrete, reproducible failure mode and the strongest duplicate signal in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer/config regressions, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; different code paths and fixes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "These concern different failures: BeitImageProcessorFast label reduction vs glm-4v-9b loading. Same broad area, not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch and Qwen3 device-mapping cudaErrorAssert are unrelated training vs model-loading failures." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API discrepancies, but for different models and fields (Gemma3TextConfig vs GPTNeoX rotary_pct). Not the same underlying defect." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as T5Tokenizer's add_special_tokens name conflict on load." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in a CLIP community model and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and SAM3 text/bbox odd behavior are different data-flow bugs with no clear shared code path." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map processing and BarkProcessor voice_preset handling are unrelated image vs audio processor issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA and BigBirdTokenizer mask-token registration are completely different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but one is a CPU offload device mismatch for Bark and the other is packed-weight unpacking in BitNet accelerate loading; not mergeable as one fix." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and an external kernels import/version requirement are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 chat/completions streaming failure are different processor/runtime issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are distinct problems." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM and a general tokenization-version regression are not the same underlying bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder keys in save_pretrained and missing Sam3Model text encoder weights are different save/load bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer mask-token special handling." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs mentioning removed pipeline tasks are both documentation/wording issues, but not the same change." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping errors have no shared code path." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and an undefined video-branch helper in multimodal token counting are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with cache inputs are different trainer/model-generation issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Cannot load one specific model vs a tokenizer regression across versions; different symptoms and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation into text config and degenerate zero loss for num_labels=1 are related to classification config, but not the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These describe the same exact crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False, just worded slightly differently." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and a missing Float8 storage type are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are different model-specific inference bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen 3.5/3.6 internals, but one is config unwrapping and the other is CPU-offload compatibility in rotary embedding; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the one accepted pair (44514/44545) is a conservative, clearly justified duplicate match. The other soft-edge rejections stay appropriately cautious and do not overclaim shared causality or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:44077|issue:44625", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:44987|issue:45042", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:46032|issue:46463", + "issue:45704|issue:45859", + "issue:43531|issue:43645", + "issue:45663|issue:45923", + "issue:41720|issue:45704", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:42915|issue:43746", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "6c193b45ce2de22c80e08f1dca20e792c647fe89bd80b0ffd5b4c801b6682d90", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only look superficially similar by topic keywords; I would not merge any of the soft pairs as duplicates. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span distinct bugs across tokenizers, vision, quantization, training, loading, and docs, so a single issue would not represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue: there is no true duplicate core here. Some items are thematically close, but none is a safe representative for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different problems: one is about optional post_init on patchtsmixer, the other about num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different failure modes and code paths: AddedToken special-kwarg TypeError vs model load failure for vesteinn/ScandiBERT." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated bugs: flash_attention crashes on s_aux=None vs AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a tie_word_embeddings warning during LoRA training; the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizers/configs, but one is runtime special-token post-processing and the other is DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer-related but not the same bug: input embedding unpacking in TRL SFT vs evaluate() failing after train()." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model usage issues, but one is a SigLIP2 docs example with multiple errors and the other is a processor size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different bugs: weight_only=True error in Qwen3VL vs wrong vision_position_ids in qwen2.5-vl video input." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated persistence issues: GraniteSpeech PEFT local checkpoint loading vs quantized model broken after save_pretrained/from_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training semantics: gradient checkpointing in eval mode vs abnormal gradient growth with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is dynamic post-processor updates and the other is BigBirdTokenizer mask token registration causing empty decode output." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/cache behavior, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Completely different issues: T5 apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different targets: Mamba2Mixer use_cache produces wrong results, while the T5 issue is only about an incorrect validation error message." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated bugs in different paths: apex RMSNorm leak in T5 vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "No shared underlying bug: Qwen3-MoE sliding_window behavior vs Jupyter notebook custom model initialization breakage in Transformers 5.0.0." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different model/runtime problems: Gemma-4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing support flag." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different areas and symptoms: Qwen3 auto device mapping cudaErrorAssert vs T5 memory leak from apex.FusedRMSNorm." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer issues, but one is about updating special-token post-processing at runtime and the other is LayoutLMv2Tokenizer crashes on NER/batched padding." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific inference bugs: SigLIP2 nonsensical outputs vs CamemBERT incorrect masked LM predictions." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a backend_tokenizer crash in _patch_mistral_regex and the other is codec-handling/warning issues for Kimi-K2.5." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different mechanisms: PEFT local checkpoint loading failure vs quantization/offloading not working as expected." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "No real overlap beyond broad ML tooling: SigLIP2 doc example errors vs quantization/offloading behavior." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated failures: deepspeed ZeRO-3 init IndexError in BertModel vs _torch_extract_fbank_features() issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different domains entirely: Kimi-K2.5 tokenizer regression vs list_repo_files CI forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but they are different bugs in different Qwen models and different parts of the pipeline (processing ValueError vs chat template feature/token mismatch)." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different problems: Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: void segmentation map processing in image processor vs transformers.generation GenerationMixin import error." + } + ] + }, + "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": 21, + "review_unit_index": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43295|issue:45834", + "issue:43540|issue:44008", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:45183|issue:45479", + "issue:43653|issue:43819", + "issue:43322|issue:45685", + "issue:43531|issue:43643", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:43388|issue:46032", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:44448|issue:44671", + "issue:43950|issue:45987", + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:43421|issue:44811", + "issue:44186|issue:44442" + ], + "prepared_review_unit_hash": "30fa4dde7917e9767ae06c4d4d42be82cc864aa612e31f0933468f635accbcb7", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformer bugs; none of the soft pairs look like true duplicates of the same underlying issue.", + "confidence": 0.62, + "canonical_issue_reason": "If forced to pick one representative, issue 45081 is the strongest standalone candidate because it has a tightly scoped, concrete failure in a shared tokenizer code path (_patch_mistral_regex) and a clear repro. That said, the set is not a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the best overall anchor among this set: it is specific, library-level, and actionable, whereas the rest are heterogeneous model- or feature-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: packed-weight loading vs DAC latent decoding/STE." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading issue." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model/tokenizer-mapping error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Compile/SDPA failure in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs RT-DETR v5 numerical divergence." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken kwarg collision vs unrelated tokenizer load failure." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3Omni video-processing ValueError vs Gemma3n variable collision." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model/code path: Bamba compile bug vs DAC latent/forward mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "NER/batched padding crash in LayoutLMv2Tokenizer vs Perceiver image-size interpolation bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation/XOR error vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different tokenizer registration/decoding issue vs DAC bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault loading Llava Next vs MPS histogram int support issue." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling vs missing fields in trust_remote_code config." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio field collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer config creation vs RoPE-layer truncation; both model-setup bugs, not duplicates." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Mistral regex offline-network call vs backend_tokenizer attribute error; same area, different bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Mask/label truncation bug vs Mamba2 use_cache sequence-length bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map handling vs CustomTrainer loss signature change." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing config field loading vs granite_speech strict-config loading." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-map assert on A800 vs unrelated tokenizer load failure." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template-node compilation error." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs CamemBERT masked-LM regression." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Buffer corruption on from_pretrained vs StaticCache return-type contract bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video issues: position IDs vs video-input processing." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Half/bfloat16 dtype propagation in BLIP2 vs Video-LLaVA tower architecture issue." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc mismatch/quantization vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "NER/padding crash in LayoutLMv2Tokenizer vs FastSpeech2ConformerTokenizer loading." + } + ] + }, + "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": 21, + "review_unit_index": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:43720|issue:45072", + "issue:45987|issue:46192", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "e25734f2bbde62f448c5fb352e9ef1361ce7a87ce228cd04a25ed4b3e9ceffba", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only clear duplicate-like pair is the remote_code regression reports. Most other soft pairs are merely same-subsystem or same-model-family mentions, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44561 is the most concrete root-cause report in the cluster: it identifies the specific v5 removal (`is_torch_fx_available`) that breaks `trust_remote_code` models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best umbrella issue for the cluster\u2019s strongest duplicate pair because it captures the broader user-facing impact across recent versions and aligns with the specific root-cause report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-specific runtime failures, but one is Whisper empty-transcription behavior and the other is Kosmos2.5 OCR indexing; different code paths and symptoms." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Same Qwen family, but one is a `weight_only=True` load error and the other is flash-attention generation failure; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime infrastructure, but one is non-persistent buffer initialization and the other is FSDP CPU RAM-efficient loading; too different to merge." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they affect different models and different execution paths (CPU offload vs bfloat16 inference)." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video input/template mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error message regression, the other is a model producing bad outputs with AutoModel/pipeline; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both mention multimodal/video/OCR-like behavior, but they describe different regressions in different models and inputs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate() after train are different failure modes with no clear shared code-path." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Both discuss GLM/docs-like content, but one is a RoPE implementation discussion and the other is docs for removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a broad slow-vs-fast inconsistency report; not enough evidence they are the same defect." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "These describe the same regression: recent/v5 changes break `trust_remote_code`/`remote_code` models, with 44561 naming the specific removed helper as the cause." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different issues: BLIP2 dtype not propagated vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights loading bug and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type bug and `return_tensors` being ignored are separate API issues." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different model/input-size mismatch and a dtype inference mismatch; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and generic tokenization changes are not the same underlying defect." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about v5 pipeline removals, but one is an error-message issue and the other is docs drift; related, but not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen/VL issues, but one is a load-time `weight_only` error and the other is a RoPE position-id scaling regression." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions: FSDP CPU RAM-efficient loading vs unexpected `_is_hf_initialized` argument handling." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor `_tokenizer` missing are separate processor/tokenizer failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend installation issue and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common/Gemma4-ish loading, but one is an import dependency break and the other is `continue_final_message` behavior; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are different processor/model bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe `sys.modules` access and CLIPTextModel structure inconsistency are separate issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer `compute_loss` signature mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44561 with issue:45020, is well supported by the titles and descriptions, and the other pairwise rejections do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:44060|issue:44368", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43650|issue:43906", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:46421|issue:46424", + "issue:43531|issue:45042", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:44479" + ], + "prepared_review_unit_hash": "b96fc63c673cae465f7d1603e639952ff277b367f635973923e1d4cdc5ba5043", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose mix of unrelated Transformers issues. None of the soft pairs is strong enough to treat as the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Both involve tokenization/loading, but one is a BigBirdTokenizer special-token decode bug and the other is a gguf quantization loading regression for git-oss-20b. Different failure modes and code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is an RTDetrV2 output regression. Same general ML area, but not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both concern model loading, but 43742 is a specific key error for MobileLLM-125M while 45020 is a broad remote_code regression affecting many models." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Completely different issues: template-node compilation vs CLIPTokenizer max_length handling." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings around Qwen models, but 44060 reports an incorrect layer-wide tie to dt_bias, while 44368 is a fine-tuning warning about tie_word_embeddings. Not clearly the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: image-processor label reduction vs an MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token handling vs stale auto_mappings references to removed configs; different subsystems and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "No overlap in root cause: Float8 storage lookup failure vs PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The titles do not describe the same technical problem; one is a vague placeholder issue, the other is an isolated reproduction of a specific upstream bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both touch loading, but 43452 is a gguf_file API break for AutoTokenizer/AutoModelForCausalLM, while 44991 is a tokenizer-loading regression for a specific model." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: one is a ZeRO-3 IndexError with a non-pretrained Bert model; the other is evaluate() failing after train()." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and git-oss-20b MXFP4 load fallback are unrelated bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "One is a DAC STE/from_latents numerical mismatch; the other is DiaConfig losing custom token IDs on save/load. Different components and causes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOMs, but one is an int4 quantization memory regression and the other is a model-specific Sam3Video inference OOM." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to the multimodal token-counting video bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as an image processor output-size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific regressions, but they affect different model families and different failure points (loading vs generation with flash-attention)." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin vs unexpected compute_loss keyword argument are unrelated failures." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about lazy-init causing recompilation with chunked prefill and the other is about max_cache_length being honored only for Quantized Cache. Not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision requirement regression in PIL backend image processors." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation-example errors for SigLIP2 and a gguf quantization loading fallback are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve broad exception handling, but they are different code paths and bugs: tokenizer protobuf decode handling vs FuyuBatchFeature tensor conversion swallowing exceptions." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated audio/decoding issues." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local-path import warning is not the same as Qwen3 MOE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion/loading and GPT-oss-20b CUDA OOM are different problems." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "These are the closest pair, but still not the same concrete bug: 43329 is an undefined-variable failure in _get_num_multimodal_tokens, while 44479 is a broader video-input regression across several Qwen VLMs. Too little evidence to merge." + }, + { + "left": "issue:44554", + "right": "issue:44617", + "accept": false, + "reason": "MPS attention correctness when value-head dim differs from query is unrelated to a CUDA OOM in Sam3Video." + } + ] + }, + "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": 21, + "review_unit_index": 19, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43454|issue:43577", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:42915|issue:45538", + "issue:44849|issue:45701", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43540|issue:44560" + ], + "prepared_review_unit_hash": "d7bc8200cf9a6f2d5ddcc7b15f0b7ff4455758ffceda423f79dee7116d771889", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports spanning tokenization, model loading, offload/device-map, quantization, and video-processing bugs. Only the Qwen2.5-VL video-input regression pair looks like the same underlying code-path problem.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes a broad v5.3.0 video-input regression, names multiple affected Qwen model families, and matches the more specific Qwen2.5-VL symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative bug report in the cluster because it is explicit about the regression scope, affected versions, and affected model families; issue:45381 reads like a narrower manifestation of the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model-loading behavior, but one is about missing fields with trust_remote_code and the other about unwrapping text_config for composite Qwen multimodal configs; different bugs and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file / from_pretrained failures are unrelated to Blip2 dtype propagation; no shared concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video/multimodal processing, but one is an undefined helper in multimodal token counting and the other is a batched-shape issue in video processors; too different to merge." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and gpt-oss perplexity are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistencies are unrelated to TrainerState input-token accounting." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but the affected models and failure modes differ (device mismatch vs rotary-embedding incompatibility)." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and behaviors; not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading issues, but one is MoE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL weight-shape mismatch; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and MobileLLM key error are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL image processor torchvision requirements are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading problems with no shared concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 output_hidden_states bug; the other is a broad tokenization-version change report." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key corruption are different model families and code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and failure mechanisms; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file / from_pretrained breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP model loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert during auto device mapping and video-input ValueError in Qwen3OmniMoe are different failures." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend from pip extras and an ImportError for Qwen2_5_VLForConditionalGeneration are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload loading failure and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken keyword conflict and the other is a tokenizer loading failure; too different to treat as duplicates." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These both describe the same v5.3.0 Qwen video-input regression, with 45381 appearing to be the specific Qwen2.5-VL vision_position_ids symptom of the broader issue." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but the affected models and observed errors differ." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing ImportError and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError and an unreleased PEFT minimum version bump are unrelated." + }, + { + "left": "issue:44912", + "right": "issue:45538", + "accept": false, + "reason": "MXFP4 quantization fallback and CLIPTokenizer max length are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair, issue:44479 vs issue:45381, is supported by the shared v5.3.0 Qwen video-input regression theme, while the rejected pairs are mostly justified as distinct bugs or code paths. The umbrella/canonical issue choice is also defensible." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45920", + "issue:45987", + "issue:46399", + "issue:46463" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:38175|issue:44898", + "issue:42915|issue:43749", + "issue:44737|issue:46463", + "issue:42175|issue:44488", + "issue:43577|issue:45072", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:43526|issue:45479", + "issue:44062|issue:45081", + "issue:43582|issue:43782", + "issue:43404|issue:45987", + "issue:27957|issue:28282", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43906|issue:45381", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "c60389f521f39902fc064d3432fe535c08da6eaeba9a1eaadb3da5cf8d38ba83", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36698, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The soft pairs share broad subsystems at best (tokenizers, loading, dtype, multimodal, MoE), but they do not describe the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest and most central regression in the set: it describes a concrete tokenizer bug affecting multiple model families, is still open, and has the strongest evidence of being a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it is specific enough to be actionable yet broad enough to cover multiple downstream reports, unlike the many one-off model-specific failures here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: one is a model load failure, the other is a hub API argument-forwarding regression." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight-shape error vs tokenizer inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is a key error on a specific model and the other is an init_empty_weights API mismatch; not the same code-path." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both mention vision models, but the symptoms and affected paths differ; no evidence of the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/runtime issues: FineGrainedFP8Config vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend installation issue vs a specific model-loading failure; not the same defect." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but they affect different models and code paths, so this is too broad to treat as one bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Init-empty-weights argument handling and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are separate model-specific bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX discrepancy and the other is nonsensical outputs with AutoModel/pipeline; not enough to prove the same root cause." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token accounting bug vs custom compute_loss signature breakage are different issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss behavior are not the same problem." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer constructor conflict vs Mistral regex patch crash; different failure points and causes." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3VL weight_only loading error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Tied-weight bug in Mistral3 and StaticCache sequence-length type contract are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 behavior for XLM-RoBERTa is unrelated to missing-PyTorch import handling." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU-side XLNet positional encoding and flash_attention.py crash on s_aux=None are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures; one is a failed generation test, the other is model loading." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of another issue is not itself enough to match this Qwen2.5-VL video position-id bug; the titles do not show the same defect." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and a Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/position logic, but they affect different models and describe different mistakes." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device placement mismatch and T5 decoder validation error are not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Key error loading MobileLLM-125M and float8 storage lookup failure are separate loading problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is a gguf_file regression across tokenizer/CausalLM loading and the other is a specific model not loading; not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is a serialization bug, not the tokenizer ID regression in 45920." + } + ] + }, + "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": 21, + "review_unit_index": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46202", + "issue:46463" + ], + "soft_pairs": [ + "issue:45405|issue:45600", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:30064|issue:33666", + "issue:43819|issue:44811", + "issue:43688|issue:43749", + "issue:28282|issue:32090", + "issue:43906|issue:46202", + "issue:44936|issue:45823", + "issue:45372|issue:46170", + "issue:28282|issue:33357", + "issue:43295|issue:45356", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44484|issue:44704", + "issue:38175|issue:43295" + ], + "prepared_review_unit_hash": "569cf4c53aaf8346b7438c18be6bc33579ef9ed653df9969c96e3567bf480ee5", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs. The only likely duplicate-like pair is 44466/45005, which both point to a tied-weights serialization regression in v5; this should be treated as the same bug family rather than a fully confirmed duplicate from the available metadata alone.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45005 is the better representative for the tied-weights regression because its title is broader and it frames the problem at the translation-model / v5 level, making it the more general anchor for the family of serialization symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest standalone issue for this cluster because it most directly describes the underlying tied-weights serialization problem and can cover the narrower lm_head.weight device-dependent symptom in issue:44466.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Different defects: a PEFT version pin mismatch vs stale auto-mapping entries for removed configs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope handling, but one is silent fallback on reload and the other is a TypeError on JSON-loaded lists." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated subsystems and failure modes: BitNet packed-weight loading vs Perceiver image resolution handling." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different models and problems: Gemma 4 token type defaults vs T5 decoder input validation messaging." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing fields, but the loading paths and model-specific strictness issues are different." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bug classes: RTDetrV2 output mismatch vs Qwen3.5 checkpoint saving regression." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely different issues: DeepSpeed weight-shape runtime error vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but they describe different defects: num_labels propagation vs strict config blocking granite_speech." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different execution contexts and symptoms: ZeRO-3 loading failure vs trainer evaluate-after-train failure." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization regressions affecting different features and code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same broad model family, but different code paths and failures: batched chat-template crash vs video vision-position-id mismatch." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Likely the same tied-weights serialization regression family in v5: one is the narrower lm_head.weight/device symptom, the other the broader translation-model tied-weights report." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file model/tokenizer loading and the other is an unconditional hub lookup in mistral regex patching." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated topics: void segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different components and failures: DAC latent reconstruction mismatch vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different bug classes: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different errors and code paths: missing PyTorch import vs Trainer GPU broadcast NoneType failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "One is only an isolated reproduction reference; the other is a Gemma pipeline roundtrip tokenizer issue." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Different training/runtime failures: trainer lifecycle issue vs Gemma4 PLE device mismatch under auto device mapping." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different import/dependency problems: Gemma 4 processor loading vs Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions in tokenizer/processor behavior affecting different models and mechanisms." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures for different tokenizers and call paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: special-token registration vs AttributeError on tasks." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different concerns: a save_pretrained shard-size question vs missing kwargs propagation in AutoProcessor loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated: SigLIP2 zero-probabilities behavior vs processor/tokenizer regression in v4.57.5." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 44466/45005 match is plausible from the titles, but the writeup overstates what the packet supports. We only have titles/body lengths here, not the issue bodies, so claims like \"clearly reproducible\" and \"most detailed report\" are not grounded. The soft-edge verdicts are mostly conservative, but the duplicate call should be phrased more cautiously as a likely same-family tied-weights serialization regression rather than a strong confirmed duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:41720", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46402" + ], + "soft_pairs": [ + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44514|issue:45290", + "issue:43646|issue:43749", + "issue:43531|issue:43742", + "issue:43688|issue:45440", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43688|issue:45704", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:43643|issue:44561", + "issue:44479|issue:44625", + "issue:44464|issue:44977", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:44977|issue:46209", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "a9bb7572ac9a5a063e4cf3e05fc6a3b86cef542d8d0c1de5aec959af3e3d2dfd", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the soft edges are lexical/topic overlap rather than clear duplicates. I would not merge any of the proposed pairs. If forced to pick an issue representative, #45701 is the broadest and most referenced, but it is still not a true umbrella duplicate.", + "confidence": 0.23, + "canonical_issue_reason": "No single true canonical duplicate stands out in this mixed cluster; #45701 is the broadest and most referenced issue, so it is the best representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#45701 has the widest scope and the most inbound references among the issues here, so it is the strongest cluster representative, though the cluster is not actually cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: GGUF loading/import path vs Blip2 dtype handling." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend errors, but they are different offending backends and different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "Training/DeepSpeed weight-shape error is unrelated to XLM-Roberta Flash Attention 2 support." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token bugs, but they concern different tokenizers and distinct code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype mismatch and RTDetrV2 output divergence are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is an offline-model_info regression and the other is an est-roberta tokenizer load failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state, but the concrete bugs and code paths are different." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but under different inputs and crash conditions." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are unrelated issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to MobileLLM key errors during load." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE correctness problems in different model families and code paths." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping and Sam3 text encoder weight loading are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both are token/config related, but one is a missing special-token registration and the other is custom token IDs lost on save/load." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs from mixed-length sliding-window attention are unrelated to classification-head NaNs on checkout/init." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile SDPA failure is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "A specific MoE loss bug is not the same as a broad tokenization regression report." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a removed helper breaking remote models." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is different from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to TrainerState token count tracking." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert is unrelated to chunked generation output inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation failure and FP8 inference on B200 are different hardware/model issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading for Beit and packed-weight unpacking for BitNet are distinct load-path bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained loading failure and Bamba torch.compile SDPA failure do not share the same bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading with a legacy field is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loader issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype persistence and MPS attention correctness are different code paths 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": 21, + "review_unit_index": 23, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46424" + ], + "soft_pairs": [ + "issue:44466|issue:46050", + "issue:43577|issue:45588", + "issue:44554|issue:46365", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:45823|issue:46050", + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43278|issue:43688", + "issue:44625|issue:46002", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:44464|issue:46424", + "issue:43646|issue:44466" + ], + "prepared_review_unit_hash": "9785fa8bd51a1505ced1073c1b83e499940614e93a452f41febe105917f84d19", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose thematic cluster of mostly unrelated bugs; there are no strong duplicate pairs. The best representative issue is the broad tokenizer regression in Granite models.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45812 is the clearest, most broadly impactful bug here: a concrete tokenizer regression affecting all Granite models, with multiple inbound references and a well-scoped failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest canonical candidate because it is concrete, user-visible, and more central than the other narrowly scoped model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization by device and the other is a quantized-sinq reload failure; different code paths and symptoms." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is an AttributeError in flash-attention integration for sink-less models. Not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Completely different problems: an attention correctness issue on MPS versus an import failure involving Trainer and datasets." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "One is a packed-weights loading bug in BitNet; the other is DiaConfig losing custom token IDs after save/load. Different artifacts and failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both touch processors, but one is an audio sampling-rate default bug and the other is a regression in processor.tokenizer/image passing. Not duplicates." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model loading complaints, but they concern different models and different loader regressions; no evidence of the same underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig custom token ID loss." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch during forward is unrelated to the sinq save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a CustomTrainer compute_loss signature error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 incorrect outputs and return_tensors being ignored are different behaviors in different call paths." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token-related config fields, but they affect different model configs and attribute names; too weak to treat as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added token and a MacOS bus error in a CLIP model are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading and a PEFT version pin problem are not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example errors and SigLIP2 implementation discrepancies are different enough to avoid merging; one is an example/documentation failure, the other is model correctness." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder keys on save_pretrained are distinct bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for mdeberta-v3 and the other is wrong token IDs for Granite; different models and mechanisms." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure and an offline-mode failure in _patch_mistral_regex are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 correctness and ZeRO-3 gradient growth are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example issues and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and abnormal gradient growth under ZeRO-3 are different training issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward and cache max length handling are different runtime behaviors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different v5 regressions, 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": 21, + "review_unit_index": 24, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:42490", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43278|issue:43701", + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:44493|issue:46285", + "issue:44792|issue:45405", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:43065|issue:46369", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121" + ], + "prepared_review_unit_hash": "3fb76ec779617a43cfcc1501bcecc1290b9b3239a5d6152b1f9aff8e0a27bbe1", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad themes (tokenizers, Qwen/Gemma/serve, offloading, etc.) but not the same concrete bug or fix path. I found no safe duplicate merges.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43873 is the most central open issue in the set by engagement and breadth, but the cluster does not contain a true duplicate subgroup to canonically collapse around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue here because it is open, high-activity, and broadly phrased; however, it is not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: missing Float8 storage lookup vs flash-attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they affect different model families and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated problems: MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class is not the same bug as a Float8 storage object lookup failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed conversion and the other is dev-version model loading/import breakage." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Completely different code paths: legacy field during BEiT loading vs CPU offload device mismatch for bark-small." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Related Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is incorrect `text_config` unwrapping in `from_config`." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenization/config issues: saved custom token IDs being lost vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a config compatibility regression; the other is an `init_empty_weights` argument mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated training/eval dtype drift vs checkpoint resume key mismatch." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is CUDA OOM and the other is a device mismatch during forward." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Model TP OOM is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different structural regressions: unexpected position-id key warnings vs CLIP text model class structure changes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus image-generation test is not the same issue as the PEFT version requirement regression." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different models and symptoms: BEiT legacy-field loading vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but the affected models and failure modes are different." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is a different path from Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs are not the same bug as the position-id key regression." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is offload behavior and the other is save/load breakage for sinq-quantized models." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling and quantized save/load persistence are separate code-path failures." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same broad Sam3 area, but dummy Conv2d wiring and memory overflow are not the same concrete bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are `transformers serve` crashes, but they fail in different routes: multimodal continuous batching vs `/v1/responses` KV-cache continuation indexing." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLflow failure-reporting are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal loading are different issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency issues do not match a `_gpu_broadcast_one` NoneType TypeError in training." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor missing `_tokenizer` and rope-validation list handling are distinct 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": 21, + "review_unit_index": 25, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:15354", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:44521|issue:45290", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44186|issue:46192", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:45381|issue:46209", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43295|issue:43873", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:42490|issue:43493" + ], + "prepared_review_unit_hash": "c7c919a3b31142741a2e855d8c664ee04f974ad83b39dacd07049647db14a9a0", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions, import/config errors, or model-specific bugs across different subsystems. The soft links are mostly superficial matches on broad themes like \"tokenizer\", \"processor\", or \"loading\", so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span distinct models, APIs, and failure modes rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative here, because the cluster does not share one concrete code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "TypeError about compiling non-template nodes is unrelated to the flash_attn import KeyError." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for flex_attention are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to zero probabilities in SigLIP2." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon warmup TypeError and Qwen3.5 flash-attention generation failure are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is distinct from Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but assistant mask handling and tool-call/content crashes are different failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 device_map device mismatch are separate issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_supports_window_size import error and meta-device loading regressions affect different symbols and paths." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 auto device_map mismatch and return_tensors handling are different API problems." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "processor.tokenizer/image regression and batched video shape bug are both processor-related but not the same code-path issue." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "These are distinct processor regressions affecting different models and inputs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization/offloading behavior are separate problems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors are not the same as return_tensors being ignored." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx absence is unrelated to meta-device loading failures." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Flash-attn import KeyError on Python 3.13 and tensorflow_text backend mapping errors are different import/backend issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing names and different modules." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and ZeRO-3 gradient growth are unrelated training/inference bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency of lm_head.weight is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different loading/serialization issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are separate multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape errors are unrelated to tensor-parallel OOM on model load." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and Llama4Config are similar symptoms but different model-specific config bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:42915|issue:43824", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:41720|issue:46209", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:44442|issue:45198", + "issue:45290|issue:46326", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:44514|issue:44521", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "issue:43611|issue:46402" + ], + "prepared_review_unit_hash": "b4a8f9292d62e07acce8753cbdc66799b30d3a8db2ce91f365cfc223490c8022", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bug reports across tokenization/chat templates, model loading, processors, and runtime compatibility. There is no strong single duplicate cluster; the closest grouping is around multimodal chat-template regressions, but the soft pairs still look like separate concrete failures. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the best single issue anchor because it is active, well-described, and sits in the most clearly recurring area here: multimodal `apply_chat_template` regressions. Even so, the overall set is too heterogeneous to treat as one duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable representative issue among the set: it is specific, current, and has multiple references, making it a better triage anchor than the more one-off loading/runtime reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config/runtime vs Qwen2.5-VL import error. Same broad ecosystem, not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed Janus image-generation test is unrelated to a stale paged-generate warning about `num_return_sequences`." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class and a detokenization regression are separate code paths and symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both affect label handling, but one is `gather_for_metrics` batching and the other is `BeitImageProcessorFast.reduce_labels`; not the same underlying defect." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX implementation discrepancy. Too broad to merge." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during `post_init`." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/runtime issues, but one is Qwen3 auto device mapping on A800 and the other is FP8 inference on B200. Different hardware paths and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug is unrelated to a GraniteSpeech CI test failure." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and memory inefficiency during Qwen3 MoE training are different problems." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "`reduce_labels` returning one label and `return_tensors` being ignored are separate input-processing bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific issues." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on assistant tool-call messages with no content while the other is about `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video processor output shape are unrelated processor bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated model issues." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash-attn import handling is unrelated to Windows ROCm torch.distributed import/type errors." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text model structural changes are different architecture/loading regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch and LwDetrImageLoss AMP crash are separate vision bugs." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing helper symbols after import-utils changes, but they concern different APIs and breakages; not the same concrete change." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat-template regressions, but one is batching/padding crash and the other is all-zero assistant masks for multimodal inputs. Close, but not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related pipeline removals, but they target different documentation surfaces and different deprecated APIs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "A DAC forward/latent mismatch and a GraniteSpeech stale test are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported `center` argument in an audio feature extractor and empty-transcription Whisper generation are different failures." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent consistency and qwen3_omni_moe feature-length helper behavior are unrelated internal bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE do not share the same root cause." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are distinct model/runtime issues." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention helper import and general Torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "`base_model_prefix` loading regression and Sam3 text encoder weights not loading are separate model-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:39692|issue:43526", + "issue:45290|issue:45381", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44360|issue:44561", + "issue:42490|issue:43854", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:45920|issue:46192" + ], + "prepared_review_unit_hash": "275060c55cb86408c137a71e67b54c8b434a8efdf658f601210244f14440dbf9", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37584, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: nearly all soft pairs are unrelated issues that only overlap at a broad subsystem level. One clear duplicate pair stands out: issue:45310 and issue:45478 have matching titles and describe the same Qwen3.5 MoE from_pretrained regression. I\u2019m keeping the rationale grounded in the visible metadata only, without claiming unseen repro details.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report and has an exact title match with issue:45478, indicating the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is the only confirmed duplicate pair and the earlier of the two matching reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures are unrelated to `_gpu_broadcast_one` rejecting `NoneType` in Trainer." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift and Qwen3 recurrent-state reset are different model regressions." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration and BigBirdTokenizer special-token registration are unrelated bugs." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and flash_attention s_aux handling are different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab collapse is unrelated to the category-cardinality runtime limit." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing failure is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile SDPA failure is a different issue than the GraniteSpeech CI device override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to unexpected position-id keys." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BEiT pretrained preset loading are different problems." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` argument in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift is not the same as the pipeline error-message wording issue." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and `reduce_labels` returning one label are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crashes and Qwen2.5-VL video position-id bugs involve different paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `NoneType` broadcast error." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention auxiliary-state crash is different from Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech device override are different failures." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact title match and same reported `transformers>=5.4.0` Qwen3.5 MoE from_pretrained failure indicate the same underlying issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and DeepSeek tokenizer regression are different model behaviors." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to the missing import_utils symbol." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading break and post_init embedding reinitialization are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to the LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA discussion about a missing ReLU is unrelated to the `is_torch_fx_available` removal regression." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local-path import warning and GLM-4.7-Flash loading failure are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different symptoms." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "These both mention dtype, but they concern different models and different failure modes." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Broad tokenizer-ID regression across models is not the same as `return_tensors` being ignored with explicit `text_kwargs`." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The deduplication judgment is mostly conservative, but the rationale overstates evidence in at least one place: \"clear repro\" is not supported by the packet, since we only see titles/body lengths and soft-similarity metadata, not the underlying repro text. The exact-title duplicate between issue:45310 and issue:45478 is well grounded, but the summary should avoid claims about repro clarity or other unobserved details." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:28218|issue:32090", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:44561|issue:44779", + "issue:37428|issue:44987", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:27957|issue:34689", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:43412|issue:45588", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:45372|issue:45406", + "issue:45198|issue:45803" + ], + "prepared_review_unit_hash": "33b4d62dbd4fb32ffe2e5e588f69dd568f0a876bdccc38c24f011e5c25b73aa6", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36933, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are mostly superficial matches by subsystem or version. I did not find any pair that clearly describes the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Different symptoms and code paths: tokenizer spacing vs Trainer GPU broadcast type error." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation regressions, but one is Pegasus v4/v5 output drift and the other is a Qwen3.5 flash-attention crash." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated functionality: multimodal iterable training vs BEiT fast image processor label reduction." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; different failure modes and fixes." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local PEFT checkpoint loading issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different runtime failures." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as post_init reinitializing untied output embeddings." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a qwen3_omni_moe helper returning unexpected lengths." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator/script-related errors, but they affect different models and concrete parsing/registration paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning for trailing slash paths is unrelated to tensor-parallel OOM while loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load, but one loses custom token IDs in config while the other loads the wrong custom module." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to DeepSeek tokenizer behavior changes." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing internal flash-attention import and a failure loading physical-intelligence/fast are not clearly the same bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and undefined multimodal token helper variables are separate bugs." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model loading, but XLMRoberta flash-attention support and Llama 3.2 vision loading are distinct problems." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantized offloading behavior is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention integration crashing on s_aux=None." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different device/memory failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure does not match a stale warning in paged generate()." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing error is unrelated to embedding dtype changes." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error differs from flash_attention integration crash on sink-less models." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a flash_attention None-handling crash and the other is a device mismatch during forward." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure and flash_attention integration crash are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one changes model outputs and the other changes lm_head serialization behavior." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor import failure and transformers serve missing _tokenizer attribute are different bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except exception handling 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": 21, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:32090|issue:33290", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:42490|issue:43873", + "issue:43065|issue:45412", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43065|issue:43994", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:43066|issue:44462", + "issue:45459|issue:45712", + "issue:42915|issue:42994", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593" + ], + "prepared_review_unit_hash": "bfaff58213068114c168c42a6793a3c9ad5bd91ced3af03fed4aea4e767bb4ac", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the issues span many unrelated subsystems (tokenizers, vision models, training, quantization, export, memory, docs). The soft-similarity pairs mostly share generic words like \u201cerror,\u201d \u201ctokenizer,\u201d or \u201cmemory,\u201d but do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out, because the items are heterogeneous and do not form one coherent duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative target here; the collection is too diverse for a meaningful duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: pipeline output nesting vs Trainer GPU broadcast with NoneType." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer mask-token decode bug vs Qwen recurrent-state reset behavior; unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Segmentation category-limit runtime error vs stale generate warning; different features and failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to deepspeed Adafactor OOM." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute crash vs Wav2Vec2 save/tokenization failure; different tokenizer/model families." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash vs video-input regression in Qwen VL models." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path slash import warning and quantization offloading behavior are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak after deletion are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter not updating." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading break and rope-validation TypeError are different mechanisms." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Both are Gemma/Qwen inference bugs, but they affect different configs and code paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 is not the same as ignoring repository tokenizer.json." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different quantization problems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval mode is unrelated to tensor-parallel OOM while loading Qwen2-57B." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 incorrect outputs and RT-DETR memory leak are unrelated issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import error and tokenizer protobuf error masking are different failures." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer divergence and DeepseekV3MoE divergence are model-specific implementation issues, not one bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update is unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "One is model support for Flash Attention 2; the other is failing FA2 tests, not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message issue and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:42915|issue:43931", + "issue:43575|issue:44387", + "issue:43761|issue:45859", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:27957|issue:29127", + "issue:44743|issue:44811", + "issue:27957|issue:33290", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:33290|issue:34689", + "issue:43646|issue:44077", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "6d5cd8a629cfc619feb95e71baf79b46d66985f833b6a60af13fc22b411d3e44", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35722, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad Transformer themes or model-family names, not the same concrete bug/change. I reject all soft edges and do not see a clear canonical duplicate target here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Different problems: Qwen2.5-VL import/export symbol error vs a generic dependency issue." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated symptoms and code paths: SigLIP2 bad outputs vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit image label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different components and failure modes: BeitImageProcessorFast labels vs LayoutLMv2 tokenizer crash." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinit after resize are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation has no overlap with Whisper empty-transcription generation failure." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different model loading/tokenizer bug vs dtype mismatch in inference." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local path import warning is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen variants and failures: FineGrainedFP8Config vs weight-shape mismatch." + }, + { + "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." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen rotary/offload incompatibility are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Beit label handling and LwDETR AMP crash are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id load error is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation list handling and missing decorator on kernel registration are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Gemma3 sliding-window NaNs are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and LASR feature extractor center-arg crash are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLM-R flash-attention support and LayoutLMv3 error clarity are not the same bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token skipping affect different subsystems." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support issue and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to flash_attention crash on s_aux=None." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken duplicate keyword error and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed Adafactor OOM and Llama 3.2 Vision loading regression are different failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but 43646 is a broad v5 custom-init regression while 44077 is a specific model post_init policy issue." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Memory OOM and TrainerState token counter not updating are different issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction does not match quantization offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution 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": 21, + "review_unit_index": 31, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:34689", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46421" + ], + "soft_pairs": [ + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43761|issue:44079", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:44464|issue:46421", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44479|issue:45290", + "issue:44855|issue:45137", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:43650|issue:46202", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "63f5ccf22014b3df8c3d074a87bec9df66ecd983d1bf3526d4e7e76ebbd7fd78", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of mostly unrelated transformer issues with only superficial overlap around loading, configs, generation, or serialization. None of the proposed soft edges look like the same underlying bug/change, so all are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "If a single issue must represent the cluster, issue #45698 is the best fit because it is the most broadly discussed/open item with inbound references, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45698 is the strongest representative by activity and breadth (from_pretrained/save_pretrained custom-module loading), though the cluster itself is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "One is tokenizer loading in v5; the other is a sequence-classification loss bug with num_labels=1." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning for local paths ending in slash is unrelated to Qwen3.5 recurrent-state reset in cached generation." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config APIs, but they are different missing-field problems on different models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend installation issue vs a missing import_utils helper symbol; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states being None in CLIPVisionModel is a different runtime issue than ModelOutput key assignment." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they affect different versions, models, and failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on a FastSpeech2Conformer tokenizer." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping labels in the last batch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL shape-mismatch loading and Qwen3.5 save_pretrained checkpoint corruption are different concrete problems." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to stale docs referencing removed pipeline() APIs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are different model-specific issues." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading failure in transformers>=5.1.0 is not the same as a missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare except in Fuyu tensor conversion are separate code paths and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is different from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs with compiled forward are not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING failure is a different loading path than Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to apply_chat_template crashing on assistant tool-call messages." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/indentation failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to unrecognized model config/model_type loading." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and rotary_pct not persisting on reload are different config serialization bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer access regression is unrelated to the pipeline() error-message bug in v5." + } + ] + }, + "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": 21, + "review_unit_index": 32, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + 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"accept": false, + "reason": "Different failures: running 3d_parallel.py vs tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on a large Qwen model is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question and missing transformers.onnx import are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support issue vs Trainer broadcast TypeError." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy is separate from image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different multimodal models and different symptoms: wrong image size vs memory overflow." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is distinct from eos_token_id configuration inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to granite_speech config loading strictness." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve video/multimodal input handling, but they are different bugs in different processors." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d placeholder and CUDA OOM in Sam3Video are not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3 is unrelated to FlashAttention failure in Ministral-3." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Eos token config mismatch and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failing with datasets installed." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure are different models and failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer initialization are separate v5 issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and missing fpn_position_embeddings are different SAM3 bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowed exceptions in tensor conversion are unrelated to Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Eos token config inconsistency and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling is a different issue from unrecognized model config loading." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is not the same as the Qwen video-input regression." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and rotary_pct reload regression affect different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Last-batch label truncation in gather_for_metrics is distinct from auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA vocab merge collapse is unrelated to Gemma 4 mm_token_type_ids defaults." + } + ] + }, + "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": 21, + "review_unit_index": 33, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", 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A few issues cluster around Transformers v5 cache/chunked-prefill or model-loading regressions, but the soft pairs do not describe the same underlying bug or change path.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43673 is the clearest representative of the cache/chunked-prefill regression subtheme and is more central than the other scattered model- or docs-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43673 is the best single issue to stand in for the cluster because it captures the most coherent shared theme here: v5 cache behavior breaking generation/prefill paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill while the other is recurrent state reset in modular_qwen3_5; different code paths and fixes." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: StableLmConfig pad_token_idx regression versus an import_utils backend mapping error for tensorflow_text." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one is a legacy field in Beit preset loading and the other is incorrect custom-module resolution after save_pretrained; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Completely different models and failures: Sam3Video OOM versus Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different subsystems: backend availability/import handling versus a missing is_falcon_mamba_ssm_available helper." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash in 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false, + "reason": "Stale warning on num_return_sequences is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Mixture-of-Experts load-balancing loss omission are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus generate-image test failure is not the same issue as Sam3LiteText config removal breaking CI." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model bugs: shape mismatch on load versus incorrect tied-weights warning involving dt_bias." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "A broad v5 buffer initialization regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to path-trailing-slash import warnings." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still referencing pipeline() is not the same as a SigLIP2 model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping on Qwen3 causing cudaErrorAssert is unrelated to the category cardinality RuntimeError." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing/IndentationError is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are about Sam3-family memory issues, but video OOM and sam3-litetext overflow are different failure modes and likely different fixes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward inconsistency in chunked generation is unrelated to a stale generate() warning for num_return_sequences." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression is unrelated to the DebertaV2Model import parse error." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk filling is a broader v5 regression, but not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile/SDPA model bug is unrelated to a dataset-loading example failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + 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"node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35217, + "estimated_input_tokens": 8805, + "estimated_eval_tokens": 17866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it spans unrelated bugs in imports, pipelines, tokenizers, configs, cache/generation, and model-specific regressions. None of the soft pairs look like the same underlying defect, so there is no clear duplicate canonical within this set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both mention repo/file listing, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision; different APIs and failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are video/cache related only at a very broad level; Qwen3OmniMoe video input processing and transformers serve KV-cache indexing are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "One is about patchtsmixer post_init semantics, the other about strict config blocking granite_speech loading; unrelated config validation issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Top_k pipeline output nesting and XLMRoberta Flash Attention 2 are unrelated behavior/model support issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen models and save/tie-weight behavior, but one is LoRA merge collapse after vocab extension and the other is wrong visual encoder keys in save_pretrained; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different places: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both concern import/mapping utilities, but one is trust_remote_code cache path collision and the other is a missing availability helper in import_utils." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and loading a local dataset in an image-classification script are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement in relative positional encoding is unrelated to Fuyu's bare except swallowing errors." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification returning empty results and local dataset loading failure affect different example scripts and bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are separate dependency/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression with images and gemma4 resize_token_embeddings not updating embeddings are different model API regressions." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Whisper empty-transcription generation failure are unrelated model-specific bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and subsystems: Qwen2.5 VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models and chunked-prefill cache lazy initialization are different caching bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and JSON-loaded list handling in rope parameter conversion are separate validation issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data request and a torch_extract_fbank_features implementation bug have no meaningful overlap." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 incorrect checkpoint saving are different save/tie-weight regressions." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is about TensorFlow missing from a torch-only install, the other is a generic dependency issue; too broad and not the same defect." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they target different missing exports in different modules and are not the same code-path problem." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline using image processors and a notebook syntax error are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access are separate import-path concerns with different symptoms and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and serve KV-cache continuation indexing are unrelated bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failing on torch>=2.9 and an incorrect PyTorch version check for AuxRequest import are different flex_attention issues." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing in v5.0.0 and max_cache_length only honored for Quantized Cache are distinct cache configuration problems." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading regression and removed Sam3LiteText references in auto_mappings are unrelated model-loading/CI breakages." + } + ] + }, + "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": 21, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:35141", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46209", + "issue:46234", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44016|issue:44220", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46123|issue:46369", + "issue:43479|issue:45375", + "issue:42907|issue:43441", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:45372|issue:46234", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43299|issue:45216", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:43650|issue:46209" + ], + "prepared_review_unit_hash": "ff425e196eb2880b72f2f75ea88a47cf8556a19403500b5d35a8deb283b1afb3", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35856, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issue reports that only share broad model-loading/configuration themes. None of the proposed soft pairs look like true duplicates or mergeable PR-equivalents, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44964 is a clean, representative model-loading regression report with a specific failing checkpoint and enough discussion to serve as a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best single representative because it is concrete, self-contained, and sits near the common model-loading failure pattern seen across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/model-loading failures, but one is a missing-field issue with trust_remote_code while the other is an unrecognized-model/model_type problem; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction issue are unrelated code paths." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different causes; too broad to be duplicates." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and embedding resize reinitialization are separate bugs." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline partial-batch dropping results and SAM3 LiteText memory overflow are different failures." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern multimodal config handling, but they target different config classes and different field/default behavior." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized weights and FlashAttention runtime failure in Ministral-3 are distinct code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading regression are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Label-reduction bug in an image processor and a pipeline docs mismatch are not the same underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and T5Gemma embedding resize behavior differ in both symptom and code path." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config loading and torchvision dependency checks are separate problems." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model-specific failure and the other is an AttributeError on sink-less models; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Gemma 4 processor import failure and missing import-utils flag are different dependency/import issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling during chunked prefill and ANSI output formatting in loading_report are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache-length semantics are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are distinct failures." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Importing a missing model class and a nonexistent image_utils import are both import errors but from different modules and causes." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and auxiliary-loss behavior in D-FINE are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to model_type/config parsing." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize not propagating and Whisper empty-transcription generation failure are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model/config resolution, but one is missing model_type while the other fails to unwrap text_config in composite configs; not the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are separate issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague data request and FP8 inference failure on B200 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": 21, + "review_unit_index": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46132", + "issue:46399" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:41950|issue:45020", + "issue:44521|issue:45325", + "issue:44351|issue:45278", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:43450|issue:44279", + "issue:43650|issue:46132", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "fd8ad0dcaa1ccd79d7cbe98f439dda744d5b9804c9b31266c68de903951e31c8", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft matches are overwhelmingly cross-subsystem and describe different bugs, regressions, or docs issues. I rejected all candidate edges; this set does not form a single duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model/config paths: LlamaConfig head_dim validation vs Qwen3.5 rotary-kernel registration crash." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Unrelated failures: auto_docstring annotation handling vs Gemma 4 processor import error from mistral_common." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal/model behaviors: MoE load-balancing loss bug vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "No shared code path: SigLIP2 probability issue vs Sam3Video CUDA OOM." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs an unrelated PEFT version bump issue." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but for different model families and different symptoms; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen/Gemma3.5 paths: Qwen3VL model loading failure vs save_pretrained visual encoder key serialization." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression vs Deepseek tokenizer output regression; different failures and models." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different mechanisms: video pipeline processor lookup vs remote_code model breakage." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "apply_chat_template assistant mask bug is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Shared theme of imports is too broad; one missing symbol is not the same as many import errors after upgrade." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example issue and the other is a pipeline API doc mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: video-classification processor lookup vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated runtime/environment bugs: torch flex_attention compilation vs TensorFlow/tensorboard backend wiring." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue is unrelated to PEFT minimum-version packaging." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer repository file selection bug vs Mistral regex patch crash; different loading paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization metadata mismatch on save_pretrained is different from AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures: Qwen3VL MoE regression vs GLM-4.7-Flash unit test loading." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and symptoms: Phi4Multimodal default subconfigs vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to a dependency installation problem." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder/troll issue versus AttentionInterface.register behavior change; not comparable." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; completely different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve weights/embeddings, but one is device-dependent serialization and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: FlashAttention bug vs OCR long-input index error." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "One is a processor save issue; the other is a performance regression while filtering data." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary loss omission; unrelated model components." + } + ] + }, + "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": 21, + "review_unit_index": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:44297|issue:45397", + "issue:43262|issue:44521", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:44295|issue:45397", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "6ee3806629bccd7b83a0b5350ce9870f74dca5aef8f3c739b4505ae103a95b38", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35890, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated loading, model, optimizer, attention, and docs issues. The soft-similarity edges are mostly false positives, so no pair should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear duplicate hub; if forced to pick a representative, issue 44246 is the broadest and most general user-facing regression in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the best representative only because it is generic and high-discussion, but the cluster itself is too heterogeneous to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but they are different failure modes: saving a quantized model vs loading a dequantized model with offload." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo/CI hygiene problems, but they concern unrelated files and bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed and optimizers, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different subsystems and symptoms; no shared code-path bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model/task failures; not the same underlying problem." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting model/tokenizer behavior, but they are model-specific and not the same code-path issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error versus model device mismatch; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python version compatibility; different problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch versus incorrect model/pipeline outputs; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention implementations and different failure points; too far apart to merge." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression versus a specific ESM2 breakage; not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache bug and CLIP hidden-states bug are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch versus zero3 model loading failure; unrelated." + }, + { + "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 assistant-mask generation; distinct bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific model class versus Python compatibility issue; not duplicate." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different configs and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs bug versus import-performance bug; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is a missing model-specific field and the other is generic trust_remote_code field loss; not clearly the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Type/storage mismatch versus chat crash; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing export/import symbol versus Python-version packaging issue; different causes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend-related, but one is a Python NameError in transformers and the other is a TensorFlow optional-dependency backend error; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence versus ANSI code output in a loading report; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error versus model loading under zero3; different code paths." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output issue versus docstring error; no duplication." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling versus rotary-pos-emb registration crash; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race versus stale generation warning; different problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness versus unrecognized model/config error; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary losses, but they are different mechanisms and model families; too weak to merge." + } + ] + }, + "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": 21, + "review_unit_index": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45859", + "issue:46123", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44336|issue:46424", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:46291|issue:46399", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:45412|issue:46123", + "issue:45292|issue:45701", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "ea95060ccd254d5d98892727e5b7e9c4e5ff1131319bae328547f699ed753f75", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36022, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: several issues share broad themes like Qwen3/MoE regressions or import/cache failures, but the proposed soft links are not the same concrete bug. I would not merge any of the soft pairs.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43299 is the best representative of the cluster\u2019s strongest recurring theme: Qwen3/MoE loading regressions on the v5/dev branch. It is broader and more central than the narrower follow-on reports, while still being a concrete end-user failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the most suitable anchor issue because it is specific enough to triage, clearly describes a regression, and sits closest to the small Qwen3/MoE subcluster among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3/MoE loading, but one is a LoRA compatibility problem on hf4.x/hf5.x while the other is a Qwen3VL MoE loading regression on transformers 5.0.0.dev0. Different models and failure paths; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen3-family models, but the symptoms differ: one is a sliding_window issue in Qwen3-MoE, the other is Qwen3.5-35B crashing in chat. Too broad to be a single underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe sys.modules access in modeling_utils. No shared code path or concrete duplicate evidence." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Both touch processor-related audio/video preprocessing, but one is a pipeline selecting image processors and the other is a torch_extract_fbank_features issue. Different components and failure modes." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Cache/offline loading vs AttentionInterface registration behavior are unrelated. Same general area of utility code, but not the same bug or fix." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Both involve tokenization/generation-related behavior changes, but one is load balancing loss omission and the other is eos_token_id mismatch. Different model semantics, not duplicates." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages: Qwen2_5_VLImageProcessor vs is_offline_mode. Same symptom class, not the same underlying issue." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-export import errors, but they reference different APIs (Qwen2_5_VLImageProcessor vs HybridCache) and different release breaks." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation crash in transformers serve is not the same as cache max length only being honored for Quantized Cache." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are unrelated; one is core import logic, the other is test utility concurrency." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI code handling and cache configuration semantics are different areas with no shared failure path." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness in v5 and resize_token_embeddings not affecting output embeddings are different functional bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and a 4.57.3-to-5.3.0 filtering slowdown are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video output attribute error and SAM 3 LiteText memory overflow are distinct model bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing router loss when output_router_logits=False is not the same as float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for Qwen2_5_VLImageProcessor and a DeepSpeed ZeRO3/BertModel IndexError are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels dependency/version resolution during import-evaluate is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding and a missing decorator on apply_rotary_pos_emb are both Qwen3.5-related, but they affect different code paths and are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing during chunked prefill and trust_remote_code breakage from removing is_torch_fx_available are different regressions." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron Flash Attention 2 support error and a generic Flash Attention 2.0 issue are too underspecified and do not establish the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores and sys.modules access are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access do not describe the same failure." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weights conversion under accelerate/deepspeed and a DeepSpeed ZeRO3 deque IndexError are both distributed-training related, but the reported defects are different." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and missing load balancing loss are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty transcription failure after align_special_tokens are not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings output mismatch and version-dependent tokenization changes are separate issues." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removing is_torch_fx_available breaks trust_remote_code models in general; the Qwen3.5 registration crash is a specific kernel/model bug and not the same change." + } + ] + }, + "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": 21, + "review_unit_index": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:45685|issue:46431", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:43653|issue:44162", + "issue:44483|issue:46202", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44869|issue:45356", + "issue:43701|issue:44749", + "issue:43646|issue:44162" + ], + "prepared_review_unit_hash": "46c9781fd6250519ca92f5d57f2bfdcd6aaf8f9ca6b3e140fe8433f00be31440", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37413, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "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 different models, serializers, cache paths, and runtime environments. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the best representative of the set because it describes a concrete, user-facing regression affecting multiple Qwen VL variants with a clear failure mode and version boundary; the other items are either more niche, more infrastructure-specific, or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor triage: broad impact, specific reproduction domain, and a clear regression signature. It is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal/config issues, but one is a missing config field and the other is a from_config unwrapping bug; different code paths and different failure modes." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Completely unrelated: MPS histogram support in MoE code vs missing chat template in a processor." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Different models and failures: Granite speech strict-config loading vs Qwen3.5MoeVisionConfig field handling." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model-loading regression for a specific repo/model, the other is tokenizer error masking when protobuf is absent; no shared bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is ZeRO3 from_pretrained loading and the other is duplicate optimizer steps; not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied/embedded weights, but one is serialization of lm_head.weight and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated: stale indexer cache on second forward vs missing mm_token_type_ids default for text-only fine-tuning." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-related, but one is a missing attribute in SAM3 vision output and the other is a Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen models vs Windows/ROCm import dependency failure; different subsystems and root causes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache/offline loading issue is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are not the same underlying issue." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat-completions API acceptance failure vs Gemma pipeline roundtrip tokenization failure; different surfaces and causes." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both are model/config warnings, but one is tied-weights misreporting in Qwen3-Next and the other is patchtsmixer post_init policy; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash and flash-attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but one is a dummy Conv2d in the pixel decoder and the other is a config/type mismatch warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-word-embeddings warning is not the same as a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile branching in attention kernels is unrelated to the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict Granite Speech config loading and Windows ROCm dependency import errors are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "One is a return-type contract bug in StaticCache, the other is config validation for Llama head_dim; different behaviors." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 LoRA tied-embedding warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compilation, but one is divergent kernels from allow_is_bidirectional_skip and the other is lazy cache init causing recompilation; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy layer issue and MaskGenerationPipeline partial-batch result loss are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure and Windows ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained problems, but one is tokenizer_class metadata mismatch and the other is missing processor files; not the same defect." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and a performance regression after upgrading are not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission and double optimizer.step() under DeepSpeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "General slowdown after upgrade is not the same as optimizer.step() being called twice." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are different tokenizer failures." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and performance slowdown are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5 custom model init breakage and ESM2 breakage are too broad and unrelated to be duplicates." + } + ] + }, + "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": 21, + "review_unit_index": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "387f5b57ada2d125bfcc733d8f6e45e21bd06ae4cb89a6658e1ba5c1039854c9", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bundle of Transformers regressions and import/load issues. None of the soft pairs is a clear same-bug duplicate; the closest overlap is the Qwen3.5/Moe loading/config pair, but the titles still point to different failure descriptions.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43873 is the most discussion-heavy and currently open report, with the broadest real-world impact signal in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue to anchor the cluster: it is active, heavily discussed, and describes a substantive functional regression rather than a narrow one-off import failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is about sync_gpus/_update_model_kwargs_for_generation and the other is chunked_prefill cache handling; different concrete code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One is an unspecified bug report, the other is a Gemma-4 ZeRO3 from_pretrained failure; too little evidence they are the same underlying defect." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different symptoms and subsystems: eos_token_id config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 bug versus processor.save_pretrained missing files; related area but not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving a quantized model and loading a GGUF model are opposite operations with different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder attribute error versus AutoConfig trust_remote_code field loss; unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failures: SAM3 vision encoder attribute missing vs qwen2.5-vl video position_ids issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found ImportError versus sentence-transformers loading hang; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance issue versus InternVL2 meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export issues, but they involve different missing symbols from different modules and likely different regressions." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "The titles are similar and both involve Qwen3.5-Moe, but one is a dropped config field and the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor internal attribute error versus Gemma pipeline roundtrip/tokenization failure; different symptoms and fixes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized-model saving failure versus Llama4Config missing pad_token_id on load; different model/config problems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression in v5 versus mistral_common continue_final_message behavior; different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "These are the closest match, but one is a generic Qwen3.5-Moe from_pretrained error and the other is a specific missing config field; plausible relationship, not enough to confirm duplicate." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers versus Qwen3.5 kernel registration error; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title, but the second is a later report of the same VRAM leak; without body evidence here, treat as related but not proven same underlying duplicate chain." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation crash are distinct utility bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and pipeline parallelism output corruption are separate runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/attention internals, but one is a cache/sync_gpus generation bug and the other is a torch.compile attention-kernel divergence." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure versus DeepSpeed ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output error versus Qwen3_5 image-specific infinite loop; different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe versus Qwen3.5-Moe from_pretrained error; same model family but opposite operations and different symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure versus missing Qwen2_5_VL import; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction versus MaskGenerationPipeline final-partial-batch handling; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43526|issue:45561", + "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43479|issue:44079", + "issue:43723|issue:44568", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44297|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:27957|issue:30333", + "issue:30333|issue:34689" + ], + "prepared_review_unit_hash": "1071c50d6c146bb8b97a328a0500e1b04182a8dce10047ebd60fa3a54fd55f3e", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38079, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster: the issues span unrelated areas like model loading, tokenization, training/runtime bugs, docs, and backend packaging. The soft-similarity pairs mostly share only broad transformer-adjacent vocabulary, not the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging vs leftover dummy PyTorch classes; different maintenance problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config error vs pytest-xdist file race; unrelated failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT pretrained preset loading bug vs test utility concurrency bug; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation issue vs missing image_utils import; not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs captured_info.txt race; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python compatibility issue vs nonexistent import from image_utils; different root cause." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change vs missing BOS/EOS insertion; both tokenizer-related but distinct bugs." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; unrelated model internals." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "dtype mismatch in evaluation vs DeepSpeed ZeRO3 deque IndexError; different subsystems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs embedding reinit after resize; unrelated behavior." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in save_pretrained vs Qwen3.5 Moe from_pretrained error; different save/load issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs vs Adafactor OOM in DeepSpeed; not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig None-default init bug vs Whisper trailing replacement-char crash; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models vs Gemma 4 mm_token_type_ids defaulting; different multimodal model issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "v5 tokenization cleanup change vs Granite AutoTokenizer wrong token IDs; tokenizer-related but separate regressions." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization bug vs ModelOutput key assignment bug; different components." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 vs add_special_tokens missing BOS/EOS; different tokenizer regressions." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL symbol; unrelated import failures." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Global v5 tokenization behavior change vs DeepSeek tokenizer regression; both tokenizer issues but not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs docs mismatch in set_training parameter name; documentation/notebook issues, not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper vs old InternVL2 meta-initialization incompatibility; different multimodal loading problems." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs auto_docstring annotation crash; unrelated runtime paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "General v5 cleanup/tokenization behavior change vs Kimi-K2.5 codec handling regression; separate tokenizer bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error vs optimizer step called twice under DeepSpeed; different training/runtime bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments ignored vs docs parameter-name mismatch; one is a code bug, the other documentation." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change vs Pegasus output difference across v4/v5; related versioning theme but distinct symptom/root cause." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue vs tokenizer_class mismatch in tokenizer_config.json; both save/load-adjacent but different artifacts." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump issue vs dummy class cleanup; unrelated repository maintenance issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5Moe; different Qwen model bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata mismatch vs DeepSpeed duplicate optimizer step; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs leftover dummy classes; different import/packaging problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained for MoE vs processor.save_pretrained missing files; both persistence-related but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs MLflow reporting on failed jobs; completely different topics." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting vs Llama 3.2 vision model loading regression; 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": 21, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:46209|issue:46431", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:44734|issue:46421", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "ab6f591abaf0bd1baf2f8090423719548dc14bbffd2d477dac41e01826bf504e", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft pairs are distinct bugs/regressions rather than duplicates. No soft edge should be merged; the closest pairs only share a broad subsystem (tokenizers, cache, FP8, serving) but not the same concrete failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it describes a broad, high-impact Transformers v5 regression with a clear core symptom and likely central fix path (buffer initialization), making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest standalone issue in this set: it is specific enough to diagnose, but broad enough to anchor related regression discussions and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: Pegasus output drift across v4/v5 vs AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor save_pretrained missing files are unrelated failure modes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "B200 FP8 inference failure is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default-initialization bug vs broad non-persistent buffer initialization regression; different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature handling." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job status reporting and embedding reinitialization in post_init are distinct bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors with different causes." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and AttentionInterface.register behavior change are not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 MOE from_pretrained loading failure." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization divergence across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one mask logic are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to is_offline_mode import failure from huggingface_hub." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation bug do not share the same concrete root cause." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are separate config issues." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "qwen2.5-vl vision_position_ids bug is not the same as a streaming sliding-window mask off-by-one error." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument compatibility and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max_length honoring are different cache-generation behaviors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and processor save_pretrained missing files are distinct serialization issues." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation crash from wrong indexing is not the same as lazy cache init causing recompilation." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and remote-code checkpoint meta-init incompatibility are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 moe save_pretrained bug and max_shard_size default question are not duplicates." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation-state update bug and Kosmos2.5 OCR long-input index error are different code paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is unrelated to GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id config inconsistency are different tokenizer/model-config issues." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "These both concern tokenizers, but one is a general v5 loading failure and the other is a specific EMBEDDIA/est-roberta regression; not enough evidence of the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue and a SequenceFeatureExtractor.pad performance problem are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "OpenAI-compatible chat endpoint request rejection and Gemma4Processor missing _tokenizer are distinct serving bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is a torch.split return-value bug and the other is a missing ReLU; likely related subsystem, not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:43761|issue:46082", + "issue:22355|issue:27957", + "issue:42757|issue:45278", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:43408|issue:46369", + "issue:44368|issue:46305", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "56f4dbb92ab9070b4da2e18b5d136f748ebca9d3d14abb7e9d51427f6ecbbbd0", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35454, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated issues with only superficial keyword overlap. I rejected all soft edges: most are different code paths, different models, or different failure modes. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits the whole set; the items span unrelated tokenizer, import, quantization, multimodal, config, and generation bugs. If forced to pick a representative, issue 46050 is the most concrete save/load regression, but it is not a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46050 is the strongest standalone bug report among the open items because it names a specific broken workflow (quantized model save_pretrained/from_pretrained) and is actionable. It is still not close enough to subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving/loading quantized models, but they describe different workflows and failure points (dequantized Ministral/Devstral save vs sinq quantized round-trip)." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different problems: Sentence-Transformers loading hang vs unexpected zero probabilities in SIGLIP2 inference." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal v5 regressions, but one is meta-init compatibility for old InternVL2 remote code and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated bugs: junk-filled non-persistent buffers vs an off-by-one in MoonshineStreaming sliding-window masking." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different model families and code paths; precision error from missing rms_norm_eps is not the same as InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 training degeneration and NaNs after checkout/init are distinct failure modes with no shared concrete code path." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Both are model-specific regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different import surfaces." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "These are different issues: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug on Transformers 5.0." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same broad SAM3 area, but different bugs: wrong model-type warning vs missing text encoder weights on load." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a torch.split return-value bug in GLM-MoE indexing; the other is a docstring issue for position_ids." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: multimodal defaults when None vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but the symptoms and models differ: offset_mapping bug vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different subsystems: CLIPVisionModel hidden_states regression vs LlamaConfig validation for explicit head_dim." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific huggingface_hub import issue; the other is a broad post-upgrade import breakage report." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer issues: offline cache loading regression vs wrong tokenizer decoder type in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "No concrete overlap beyond general library/model use; support for Flash Attention 2 is unrelated to a loading hang." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different save/load failures: tokenizer offline cache loading vs quantized model saving." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different behavior and code paths: FP8 accuracy regression vs Qwen3.5 infinite-loop generation on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated issues: missing onnx module import vs tokenizer adding an extra space after an added token." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a wrong model-type warning and the other is memory overflow in sam3-litetext." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to a sliding-window mask off-by-one bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Both are v5-related import/runtime problems, but one is the transformers env command and the other is sentence-transformers failing on nn import." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different serialization bugs: reading position_ids after buffer registration vs tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Different attention-related issues: torch.compile with SDPA on Bamba vs AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a torch.split indexing 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": 21, + "review_unit_index": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:44188|issue:44373", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:36296|issue:43116", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "fd081c6f80d7b4e35399bccc783b75d98c5a5bd0b2951964b291f78b87e52049", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar by subsystem name and are not true duplicates. I would not merge any of the soft edges; the strongest item to anchor the cluster is the active multimodal chat-template bug, but it is still distinct from the rest.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the most central and active concrete bug report in this set (highest inbound references/discussion) and has a clear reproducible failure mode, so it is the best anchor if one issue must be selected.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative overall because it has the most user impact signals and the clearest technical reproduction; however, it does not subsume the other reports as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: tokenizer mapping fallback vs AutoProcessor cached_file kwargs passthrough." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence bug vs a docstring issue; not the same underlying problem." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific internals: RoPE-layer dropping vs tied-weights warning for Qwen3-Next." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different failures and platforms: loading hang vs MacOS bus error." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/dequantization bug vs incorrect output under pipeline parallelism; unrelated code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Layernorm epsilon precision issue vs a docstring typo; not duplicates." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal apply_chat_template assistant-mask bug; different functionality." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is version drift and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing AutoImageProcessor import vs broad upgrade-time import errors; too generic to be the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure vs invalid GenerationConfig; different model behavior." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python compatibility issue vs wrong output from pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs stale auto_mappings config references; different layers of the stack." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwarg forwarding vs chat-template crash with tool calls; different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Save/dequantization bug vs inability to load a specific multimodal model." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; unrelated symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "offset_mapping correctness vs assistant_mask generation; separate tokenizer features." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returns empty multi-label results vs Gemma 4 token-type defaulting; different surfaces." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; unrelated topics." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug vs flash_attention_3 degenerate training; not the same failure." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 Video family, but different concrete defects: model-type warning vs missing attribute." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression vs batched apply_chat_template crash with padding=False; different triggers." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Similar category, but model-specific tokenizer regression on different APIs/models; not one concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe behavior vs FP8 save_pretrained moe issue; different bug surfaces." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save bug vs gguf_file loading regression; unrelated operations." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but save_pretrained checkpoint corruption vs from_pretrained construction error are distinct bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing symbol from huggingface_hub vs missing symbol from transformers; different packages." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs classification example behavior; no shared concrete code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift in evaluation vs pipeline-parallel output corruption; different defects." + } + ] + }, + "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": 21, + "review_unit_index": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:43066|issue:44779", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44038|issue:45478", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:42673|issue:43906", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "f8680bc7dac93d4f866a7405700b67bd50cebd48f9efc2bd2d8979d1e664c139", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35134, + "estimated_input_tokens": 8784, + "estimated_eval_tokens": 17824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a heterogeneous set of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated subsystems (tokenizers, generation, model loading, docs, training, attention, and packaging) and the soft-linked pairs are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue exists for deduplication. If one must be used as a triage anchor, issue:43116 is among the most concrete user-facing regressions and has external references, but it should not be treated as representative of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failure modes and subsystems: backend install metadata vs Python 3.14 import/load failure." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is decoder type handling and the other is Deepseek output corruption; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import path issue for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity problem." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "One is a missing model weight during from_pretrained, the other is AutoProcessor kwargs propagation to cached_file." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in inference CI." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad upgrade report, but the former is a specific missing symbol import; not enough to treat as the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression in SequenceFeatureExtractor." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different defects." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script output failure is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and a missing image-processor method are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken VitPose models and Ministral-3 FlashAttention failures are different model-specific problems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 Moe models, but one is a v5 compatibility bug and the other is a from_pretrained error in a later release; not the same concrete issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() after train() are unrelated trainer/optimizer behaviors." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check for flex_attention are different packaging/runtime issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output failure is not the same as a pipeline() error-message regression." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are opposite directions of checkpoint handling and do not match as one bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni feature-extraction length logic is unrelated to flex_attention import/version checking." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling are separate training vs generation issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both affect tokenization, but one is offset_mapping in Qwen3 and the other is incorrect Deepseek results; too different to merge." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None handling are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are different model/backend bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The second item is only an isolated reproduction of another issue; without matching symptoms, it cannot be treated as the same bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation updates for pipeline removals and a flex_attention version check 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": 21, + "review_unit_index": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:46002", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:42617|issue:45341", + "issue:42222|issue:46178", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:39401|issue:43421", + "issue:44877|issue:46231", + "issue:42673|issue:43582", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44410|issue:45478" + ], + "prepared_review_unit_hash": "f232568f38575d9b770ffb0b6c400a98c26c0a0c0690fb40982d7d91a2ab51aa", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set. The only soft pair that looks plausibly like the same underlying bug is the tokenizer v5 regression pair; the rest are mostly unrelated issues that just share broad subsystem vocabulary (imports, tokenizers, configs, testing utils, etc.).", + "confidence": 0.41, + "canonical_issue_reason": "issue:43122 is the best representative of the likely duplicate theme because it describes the broad user-visible symptom of a tokenizer regression across versions, which fits the strongest soft-match pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most actionable and general issue in the set for the one likely real duplicate cluster; it captures the versioned tokenization regression more broadly than the narrower decoder-type report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both are video-related, but one is a batched-shape bug and the other is a missing-torchvision crash path; different underlying failures." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked-prefill cache handling and SequenceFeatureExtractor.pad performance are unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depending on device is not the same bug as NaNs in classification heads during checkout/init." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both mention v5/loading regressions, but the concrete failures differ: unexpected init argument vs PretrainedConfig type-checking." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 and flash-attention generation issues for Qwen3.5 are distinct model-specific problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "One is a packaging/version pin issue for PEFT; the other is an import-version check bug in flex_attention." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different failures: missing projections in qwen3next vs from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a mapping-lookup None bug and the other is a Mistral regex patch AttributeError; not the same concrete issue." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not enough to merge with a specific xdist race on captured_info.txt." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Versioned tokenization regression and a noisy logging message are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different API removals." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs a padding performance issue are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as a testing_utils bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and tensorflow_text backend mapping are different import/backend issues." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance have no common underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning and MobileLLM key error are different loading problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping in Qwen3 and runtime post-processor updates for special tokens are different tokenizer bugs." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use and an AppleSilicon TypeError are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local-model import warning and VRAM leak in threads are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and MLA rms_norm_eps precision error are unrelated numeric/config concerns." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE loading error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and a feature-extraction fbank issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are load/config related, but one is invalid generation config and the other is missing model_type; different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific nonexistent import from image_utils is not enough to merge with a broad many-import-errors report." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "These look like the same tokenizer regression: a wrong decoder type in v5 plausibly explains the changed tokenization observed between 4.57.3 and 5.0." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are different numerical-control problems." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next model-loading failures, with no clear shared code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the tokenizer v5 pair as a plausible duplicate cluster and treats the rest as unrelated despite superficial subsystem overlap. The chosen canonical issue and confidence level are reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:43986|issue:45341", + "issue:43673|issue:46123", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:44261|issue:44485", + "issue:43097|issue:45588", + "issue:38617|issue:42757" + ], + "prepared_review_unit_hash": "04364b10713763fdc1e64f489553eb26d731732e6c08b2fd4d3fb312075465f0", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37013, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: the soft edges mostly connect unrelated Transformers issues that merely share broad themes (FlashAttention, model loading, imports, GLM/Qwen families). None of the candidate pairs looks like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45341 is the most connected node in the soft graph, but only as a weak, cross-topic hub; it is not a clean canonical for a single underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: one says SGD args are ignored, the other says optimizer.step() is called twice with deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: broken vitpose models vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic v1 API rejection and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions: removed tie_embeddings_and_encoder_decoder vs unexpected key with position id." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a PyTorch warning during compilation and the other is a Blip2 loading dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend installation issue vs vitpose model breakage; no shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking in v5.4.0." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 DSA indexer split behavior and RoPE implementation are different code-path problems." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Multimodal token counting bug vs MLA q_a_layernorm epsilon/precision bug; different components." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to missing TensorFlow backend handling." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support issues." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated GLM DSA indexer issue vs DeepSeek-V4 transpose/dtype bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU omission and DeepSeek-V4 tensor transpose are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model-loading failures: weight shape mismatch vs missing projections in layer 0." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 is not the same as degenerate training with flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a different model-family loading bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed config API and gguf_file loading breakage are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are different runtime failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to testing_utils." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and MaskGenerationPipeline final-batch dropping results are different problems." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and loading physical-intelligence/fast are not clearly the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same broad GLM area, but different components and failure modes; not a duplicate." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to max_shard_size behavior." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is distinct from the DeepSeek-V4 comb transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video processors and missing ReasoningEffort import for Gemma 4 are different import/runtime issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5-ish model internals, but the root causes are different: RMS norm epsilon vs RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config deprecation/removal and flash_attention sink-less-model AttributeError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different packages and different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43824|issue:43986", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:44077|issue:46365", + "issue:43064|issue:44380", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "1c72952b432b20a89b867488f71f3f46b3e8b71823ebf0cccf98509b6dd8cbeb", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. The set is a grab bag of unrelated issues across imports, model configs, training, attention backends, and logging, so there is no duplicate cluster to collapse.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are not duplicates of one another and do not share a common concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication; none of these issues can stand in for the others as the same underlying report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different problems: FSDP2/PEFT optimizer state corruption vs. Liger Kernel not applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: removed tie_embeddings_and_encoder_decoder API vs. quantized model save/load regression." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unrelated: local_files_only still making requests vs. UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing projections and the other is a dropped config field; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen issues with different symptoms and code paths; not mergeable as one fix." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness vs. noisy logging; no shared underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both tokenizer-adjacent, but one is AddedToken argument collision and the other is TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config API vs. quantization offloading behavior; unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failure after training is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Cached-file kwargs propagation vs. auto_docstring crash under future annotations; different subsystems." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Importing a specific Qwen VL class vs. AutoProcessor crashing without torchvision; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Vision-model/torchvision import issue vs. tokenizer mapping None; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. cache lazy init recompilation with chunked prefill; different code paths." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure vs. backend mapping error for tensorflow_text." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs. a separate isolated reproduction issue; no evidence they are the same defect." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight vs. 50GB shard-size default question; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs. Bamba torch.compile SDPA failure; different models and failures." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation warning text vs. inability to save Pipeline objects; different bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compile warning on bfloat16 vs. a concrete compile failure on Bamba SDPA; not the same issue." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes vs. noisy logging message; unrelated maintenance issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure vs. pipeline save_pretrained failure; same broad API, different concrete bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different causes: PyTorch bfloat16 compile warning vs. tie_word_embeddings config warning." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs. Qwen3_5 infinite loop on a specific image; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed embeddings-tie API vs. noisy logging; no overlap in bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention unsupported for one model vs. GPT2 attention scaling ignored under backends; different concrete problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific Flash Attention limitation vs. Python version compatibility regression; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage vs. deepseek-v4 tensor transpose bug; different code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure vs. Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention backend scaling bug vs. AttentionInterface.register behavior change; different APIs and symptoms." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling issue vs. degenerate zero-loss classification bug; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs. Trainer import conflict; no shared underlying bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Training optimizer-state corruption vs. GPT2 attention scaling under SDPA/FlashAttention; different subsystems." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs. Apple Silicon TypeError in caching_allocator_warmup; 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": 21, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "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:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46209", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "096fd27dff3d635b19d559d26b1b31b3be1d9e97ced6c12698617123d77606ed", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37132, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: the items are mostly unrelated Transformers issues that only share superficial wording (imports, save/load, config attributes, model-family regressions, warnings, etc.). None of the soft edges looks like the same underlying defect, so no duplicates should be merged here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster because the issues span many distinct bugs and code paths rather than one underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: any choice would be arbitrary because the cluster is heterogeneous and not centered on one concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different layers and failures: chat/completions request validation vs batched `apply_chat_template` padding crash." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated dependency problems: torch-only install missing TensorFlow backend vs Trainer import conflict with datasets." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems and models: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A model path warning is unrelated to a bfloat16 compilation precision warning." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different issues: PyTorch warning during compile vs flex_attention compilation failure on newer torch." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import error for a utility symbol is not the same as unwanted network requests when `local_files_only=True`." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different packages/modules." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI breakage from stale auto-mappings is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different model families and feature gaps: Qwen3-VL-Moe bug vs FP8 inference support request." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module misresolution is unrelated to a DeepSeek tensor transpose bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing and GPT2 attention scaling ignored are different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same broad model family, but not the same concrete bug: missing `attentions` vs missing `hidden_states`." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request rejection and chat-template tool-call crash are separate failures at different layers." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures: Qwen3VL-Moe regression vs state_dict sorting causing load errors." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug has nothing to do with Trainer import resolution." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes on different model objects; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model saving and the other is pipeline serialization; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE layer-count issue in Smollm3 is unrelated to GLM-5 RoPE discussion." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for `return_all_scores` is unrelated to pipeline `save_pretrained` failure." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize and Gemma4 attention-mask construction are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages and different symbols." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support limitation and invalid `GenerationConfig` are unrelated problems." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression is a different serialization path than pipeline save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and patchtsmixer `post_init` validation are unrelated config issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict-sorting load error and Qwen3.5 checkpoint save corruption are different load/save regressions." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are different Python-version compatibility problems, not the same failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and Gemma4 bidirectional attention are unrelated config bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support and D-FINE auxiliary-loss behavior are different model-specific issues." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing `vocab_size` on Gemma3Config and missing `pad_token_id` on Llama4Config are different attribute regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression and Qwen3.5 checkpoint-save regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation bugs on different models; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "4b504f47a79a1f846a758bef3bc8b9144d374b6019cd86b24040d2c4972ef342", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is still mostly heterogeneous, but it contains two real duplicate-like mini-clusters: the import-performance pair (41669/44246) and the near-identical Qwen3.5 MoE `from_pretrained` pair (45310/45478). Most other pairs remain different bugs or different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44246 is the clearest anchor for the import-performance duplicate pair with 41669; the Qwen3.5 reports form a separate near-identical pair rather than changing that canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is still the best global representative for the heterogeneous cluster because it captures the broad \"many import errors after upgrade\" theme without implying the whole packet is one duplicate chain.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are model-loading complaints, but they hit different models and different failures: missing checkpoint key vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer no_grad decoration is unrelated to the broad import-error regression after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored is unrelated to an import-time failure caused by datasets interaction." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention loading/import problems, but the roots differ: compiled-file errors vs a Python 3.13 `torch.jit.script` parse issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict ordering load error and a Gemma pipeline roundtrip issue are different code paths and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load failure and missing Qwen3.5 vision config field are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are distinct regressions." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` is unrelated to the FSDP2/PEFT optimizer-state issue." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These describe the same import-performance problem: 44246 reports slow imports, and 41669 identifies the import-* cause and fix direction." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky test due to missing `set_seed` is unrelated to an xdist race on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update no_grad behavior and a vague \"many models break\" complaint are not the same concrete bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are loading errors, but they concern different model paths and different missing keys/error surfaces." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load failure from sorted `state_dict` and incorrect visual-encoder keys on save_pretrained are different directions and different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad behavior and Python-version compatibility are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM while loading a specific model are not the same concrete issue." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and `patchtsmixer` post_init validity are unrelated model-specific regressions." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch and tokenizer-loading regression are different startup failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP internals, but one is missing attentions assignment while the other is an inconsistent `.text_model` structure change." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only` still making network requests and `AddedToken` special-argument duplication are different tokenizer/loading issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ test and a Phi-4 multimodal loading regression do not share the same underlying cause." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness and a stale device-override CI failure are unrelated test bugs." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed` in SamHQ tests and stale auto_mappings references are unrelated CI issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but one is tokenizer-specific and the other is checkpoint reload compatibility; too different to merge." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization is unrelated to reloading a v4.57 checkpoint on v5.2/v5.3." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE and missing tensor-parallel plan for Qwen3_5MoeForConditionalGeneration are different problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` command and `AttentionInterface.register` behavior change are separate issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network access despite `local_files_only` and GLM-5 RoPE implementation discussion are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the uniqueness of the import-performance pair. The packet also contains a near-identical duplicate-like pair: issue:45310 and issue:45478 have the same Qwen3.5 MoE from_pretrained error title and are much closer to a true duplicate than several pairs the analyst discussed. Because the conclusion says there is only one strong duplicate-like pair, it is not fully grounded in the packet. The rest of the soft-edge rejections are mostly conservative, but the top-line assessment needs to acknowledge the Qwen3.5 pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:27957", + "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:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44222|issue:44230", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "00f055722ccebd186cb87224690320796d0da482f77157f0ccdb52f47e2194c5", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the paired items are largely different bugs, with only one pair plausibly describing the same Qwen3.5 MoE loading regression. The broader set trends toward v5 regressions, import/load failures, and model-specific breakages, but not one clean duplicate group.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43576 is the broadest representative of the cluster\u2019s v5 regression theme, but this is not a clean duplicate umbrella because most items are unrelated or only loosely similar.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best single issue to represent the cluster because it is a user-visible v5 breakage with some external references and sits near the center of the version-regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and likely different export paths; not enough evidence of the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE loading path in v5.4.x; the from_pretrained error plausibly comes from the missing tensor-parallel plan regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different surfaces: one is compiled Python file errors, the other is a slowdown after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failure vs tokenizer loading regression; unrelated bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE related, but one is _tp_plan/tensor parallelism and the other is a missing config field; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/caching, but one is about no_grad decoration and the other is about update_model_kwargs_for_generation after sync_gpus." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage vs FP8 save_pretrained for MoE; different code paths." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs documentation confusion; not the same underlying problem." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related load failures, but one is Qwen3VL MoE specific and the other is generic checkpoint reload after upgrade." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network access bug vs an unrelated issue with no clear shared code path." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different multimodal/FP8 bugs with different model components and failure modes." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job reporting vs tensor parallel training bug; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type checking regression; different failures." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs an unrelated issue with no evidence of the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors vs save_pretrained on Pipeline objects; different issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs model loading breakage for a specific vision model; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application issue vs a DSA indexer discussion; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer loading regression; different areas." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing import from huggingface_hub vs broken transformers env command; too different to merge." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "env command breakage vs Qwen2_5_VL import error; only broad v5 similarity, not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful evidence tying these together; different model/features." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command vs Python 3.14 load failure; different symptoms and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference/support request; related theme but not the same concrete defect." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs unrelated issue; no shared bug surface." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated item; not the same problem." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; not the same fix." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import errors, but for different symbols and likely different export failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs pipeline docs mismatch; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init vs FP8 inference on B200; different hardware/model issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training vs BeitImageProcessorFast reduce_labels bug; different components." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing vs a cache-strategies typo; one is a functional bug, the other appears to be wording/metadata." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files vs a generic bug report with no concrete shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is cautious and broadly grounded in the packet: it treats the cluster as noisy, avoids claiming a clean umbrella duplicate set, and the selected representative issue is supported by the v5 breakage wording and inbound references. The one accepted soft edge is also reasonably conservative because both issues concern Qwen3.5 MoE loading in v5.4.x, with no stronger claim than plausibility." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "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:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:41669|issue:43673", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:43576|issue:46218" + ], + "prepared_review_unit_hash": "2b625651b199ddfea947f413d8a99bc239f3d529e0ee8f5f2c20f9edc4f1c8ac", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39683, + "estimated_input_tokens": 9921, + "estimated_eval_tokens": 20098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate v5 regressions, model-specific compatibility bugs, or documentation/performance issues. I did not find any soft pair that looks like the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella for the many v5 breakage reports, but it is too vague to serve as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different problem scope: a Qwen3.5 chat crash vs a generic 'v5 breaks too many models' complaint." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading behavior and a TensorFlow backend import error are unrelated symptoms and code paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight-conversion question." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen models, but one is a general v5/Qwen3-VL-Moe bug and the other is a missing tensor-parallel plan for a specific class." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bounding-box output bug is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working and unsafe sys.modules access are different internal issues." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "A broken env command is not the same as checkpoint reload incompatibility after a version upgrade." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but the reported failures are different concrete bugs." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but one is generic checkpoint reload and the other is remote-code meta-init with InternVL2." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * removal is unrelated to a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig is a specific config regression, not the generic v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/API text is not the same as a broad model-breakage complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are broader than the very generic v5 breakage report, but not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated documentation/API topics." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time performance regression is different from a missing model import symbol." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and scheduler kwargs being ignored are unrelated bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error is a specific runtime bug, not a generic placeholder issue." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading failure are related in theme but not clearly the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for Nemotron is unrelated to Qwen3-VL bounding-box hallucinations/errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and an inverse_sqrt scheduler kwargs bug are different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to a Qwen3-VL output bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough is unrelated to scheduler kwarg handling." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time performance regression is not the same as a missing exported HybridCache symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy wording and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "A model import slowdown is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support problems are not the same as generic model breakage after v5." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Two Qwen-related bugs, but one is a vision bounding-box issue and the other is a from_pretrained error." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing model import are different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weight-key attribute handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and Flash Attention 3 degenerate training are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are different problems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report cannot be treated as the same concrete issue as a Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A ReLU omission in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key crashes affect different APIs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading issues and scheduler kwargs issues are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "A broken env command is unrelated to a missing model import." + } + ] + }, + "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": 21, + "review_unit_index": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-452", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44938|issue:44998", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "b1d92421c05a07132f863c169a998b5abe3f85dee2258e8d4bfe1b04f46a0244", + "component_budget": { + "node_count": 452, + "item_count": 452, + "soft_pair_count": 1671, + "serialized_chars": 865012, + "estimated_input_tokens": 216253, + "estimated_eval_tokens": 432762 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of distinct Transformers regressions, loading issues, tokenizer/model-specific bugs, and a few docs/typo reports. I don\u2019t see any soft edge that clearly describes the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella report about many models breaking in v5, so it\u2019s the best representative for the cluster, but it\u2019s too vague and high-level to be a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is about shared expert gating and the other is a specific tensor transpose/conversion bug; different code-path failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math vs scheduler kwargs handling are unrelated subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue and a VRAM leak in Qwen3ForCausalLM are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward args is not the same as a model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs confusing forward docs are different problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads and RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different feature areas." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5-breakage complaint is not the same concrete bug as a specific missing-module import error." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and a VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different model components and failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling in GLM-MoE is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and 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 not the same as Gemma-4 audio RoPE/positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they affect different symbols/modules and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to a missing Qwen3_5 module import." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a generic behavior difference and the other is a specific decoder-type bug; not enough to prove same root cause." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated spam/unemployment report are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated spam issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP output attentions regression is unrelated to the spam issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The latter is a broad regression report; the former is unrelated and not a technical duplicate." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the spam issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error and tied-weight key handling are distinct bugs." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weight key crash are different issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job status reporting on failed training is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading speed and tensor-parallel training bug are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression differ in scope and symptom." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 inference support are unrelated feature requests/bugs." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights behavior in Mamba/Mamba-2 and RoFormer attention-interface usage are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value misuse and DeepSeek-V4 shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect config type hint and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value handling and kwargs not passed to loss are different issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value misuse and a typo in quantization conversion are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs handling and a config type-hint typo are not the same bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Different kinds of defects: type hint vs typo in conversion attribute path." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to a config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value and ModernBERT config typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "1e5125bcc0afa4dd9bf4e1b6ac985c2348e62bdc7315089d580543ce5fd0f462", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests: truncation-from-start behavior, ReduceLROnPlateau-like functionality, and Wav2Vec2 word offset timestamps. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics and code paths: tokenizer truncation behavior vs Wav2Vec2 word timing offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation direction option vs learning-rate scheduler-style functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change; one is about optimizer scheduling, the other about speech timestamp extraction." + } + ] + }, + "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": 21, + "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": "e9827fbdcc80db6bb0558beaafaedc3dc28e872782463b5c100749c24dd941f9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a clean duplicate set: one issue is about Tapas tokenization, while the other two are about model loading/download failures. The two model-loading issues are only superficially similar from their titles, but the explicit private-model/login error does not match the generic BERT loading failure closely enough to merge confidently.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 16618 is the best representative of the cluster because it has the broadest, most generic symptom ('Can't load the model'), which is the closest match to the other model-loading report. However, it still does not clearly unify with the private-model/login issue, and it is unrelated to the tokenization issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the strongest standalone issue in the set: it is the most general and likely to be the main user-visible failure mode among the loading-related reports. Issue 15980 is more specific, and 13244 appears unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different subsystems and failures: Tapas tokenization vs model loading. No indication they share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading models, but one is specifically a private-model download/login error and the other is a generic inability to load bert-base-uncased. That is too weak to treat as 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": 4, + "component_count": 21, + "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": "b4470bc1e30d2401d4b5257803ad94c8c7e60fc1b7c98bbb3c94b27c16e0a308", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community contribution feature requests: one for Flash Attention 2 support on more architectures, and one for GGUF support on more architectures. They share a broad pattern of \u201cadd support for more architectures,\u201d but they are different code paths and different changes.", + "confidence": 0.96, + "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": "Both are support-expansion requests, but they target different features (Flash Attention 2 vs GGUF) and would not be 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": 5, + "component_count": 21, + "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-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "184fe38e5ddf5f0313b2157981cfdba69859d5275d1577e910c14db80b3e4414", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not close enough to treat as duplicates: one is a concrete `resume_from_checkpoint` failure tied to an empty `epoch_iterator`, while the other is a broad report that FineWeb SLM training does not start. The second could have many causes, and there is no explicit shared code path or repro detail tying it to the first.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #26413 is the better canonical issue because it names a specific failure mode and error message, making it the more precise representation of the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26413 is the best issue to keep as the representative record since it is specific, actionable, and clearly identifies the code-path symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Reject: the titles suggest different symptom levels and no shared target or code-path evidence. `resume_from_checkpoint` failing with an empty epoch iterator is a specific checkpointing bug, while `FineWeb SLM Training doesn't start` is a broad training startup report that could stem from many unrelated causes." + } + ] + }, + "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": 21, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "73a37b4514a89844affc1ac87e72682b8e18c3961aa2f595ee94f0c619f435ae", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of i18n doc-translation issues that are only superficially similar. The language-specific requests are clearly distinct, and the repeated placeholder titles are too ambiguous to merge without body or diff evidence.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical duplicate is clear: the cluster mixes distinct language translation requests with several generic/template-like issues that may only appear similar in title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative of the generic template-style subset, but it is not strong enough to treat as a confirmed duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request context; the visible title indicates a specific Turkish docs translation versus a generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request context; Turkish-specific versus a separate placeholder-style request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The specific Turkish translation issue is not the same underlying request as the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages and likely different translation tasks; similar wording alone is not enough to merge." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus a generic placeholder issue; no evidence of the same underlying change." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different underlying tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request does not match the generic placeholder issue as the same duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation issue versus a generic placeholder issue; similar template text is insufficient to merge." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation issue versus a generic placeholder issue; not enough evidence of the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request is not the same as the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different visible titles and no evidence they are the same translation task." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different visible titles and no evidence they are the same translation task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "The identical placeholder title is too generic to prove the same underlying issue; could still be separate translation requests." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Matching template-like titles are not enough to confirm a duplicate without body or diff evidence." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Same broad i18n theme, but no concrete evidence these are the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Same broad i18n theme, but the available metadata does not prove a single duplicate change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder-style issues, but there is no proof they target the same language or same request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template similarity alone is not enough to merge these as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity alone is not enough to merge these as duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation-request similarity is insufficient to confirm the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic translation-request similarity is insufficient to confirm the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Exact same visible title, but the metadata still only shows a generic issue template; without body or explicit links, this is not enough to confidently merge." + } + ] + }, + "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": 21, + "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-36817-16", + "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", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "a33581d3ad994d75d55331ce2e05a1461906b07cfda526c3183523fbcfea5162", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21664, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21664, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by model-request issues that are only superficially similar in wording. They reference different models and different capabilities, so they should not be deduplicated into one canonical item.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these are distinct model-addition requests (different model names and often different modalities/capabilities), not the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative; the items share a template-like request style but describe different models and feature requests, so collapsing them would lose meaning.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 are different model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert model config and RF-DETR model are different additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different models and modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity transformer are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are distinct model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are not the same change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture work and Voxtral TTS support are different tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model support issues." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE models are different requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different capabilities." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse transformer request are different problems." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the sparse transformer request do not describe the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are different requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct model support issues." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors and systems." + } + ] + }, + "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": 21, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "c5fe000dbfd85e835427cd65137fc00112d44ee366aa286d211224f2ec7ce346", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. The soft similarity signal is not enough to indicate a duplicate or shared underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the more substantive technical issue, but it is not a duplicate of issue:38740; the other item is a docs request about a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and change types: documentation request vs. Vision RoPE refactor. No shared target, filenames, or concrete code-path overlap." + } + ] + }, + "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": 21, + "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": "9ea63793dc2a3f56b9fd9396de3080093bce170f87d0e9fd43b0029947a9833b", + "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 appear to be duplicates: one is about block decoding, the other about adding DeepSeek v3.2 support. They describe different feature areas and different underlying work.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more specific and actionable request, while 41084 is a different, broader decoding-related topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs model support for DeepSeek v3.2. No evidence they refer to the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "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": "cb48fc274c50d6a00ab84fef2b6751265ddd05af3b3bdf9c432cd8105a6dde64", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to Trainer custom-trainer behavior, but they describe different problems: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be highlighted, #43598 is the more concrete and actionable Trainer behavior change; #43600 is a separate instrumentation/estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They touch different code paths and user-facing problems: `remove_unused_column` behavior vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as 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": 11, + "component_count": 21, + "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": "fbf5e5892a5d96f8d160fb776a91e2708cd410bd3e3ec6b883c6c56fe6dc8f5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "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 not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader, more general registry request and is the better representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue candidate because it covers the core model-registration gap at the auto-model level rather than a narrower task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification head support. They do not look like the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "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": "9e106f1c75dec37e4ab237ead3cd2149268524c58c824d781b9ecf7c76f67c88", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The repeated \"huggingface \" issues are plausibly a duplicate cluster, with 43845 and 43846 the strongest match. 43859 shares the same title, but the evidence shown here is weaker because its body length differs and we cannot compare the actual text. 43835 looks unrelated.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43845 is the earliest of the strongest matching \"huggingface \" reports and is the best representative for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best global representative because it is the earliest clear match among the repeated-title huggingface issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no visible shared details; not enough evidence they are the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no visible shared details; not enough evidence they are the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the repeated \"huggingface \" pattern, so it is likely unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, similar timing, and matching sparse metadata make this the strongest duplicate pair in the set." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the body length differs and the actual text is unavailable, so the duplicate link is too weak to accept confidently." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the body length differs and the actual text is unavailable, so the duplicate link is too weak to accept confidently." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping of the three \"huggingface \" issues is plausible, but the verdicts overstate the evidence in places. In particular, the reasons for accepting 43845/43859 and 43846/43859 rely on \"identical title\" and \"no distinguishing content,\" but the packet only shows matching titles and body lengths, not the actual bodies. That makes the duplicate claim less grounded than stated. The summary and canonical choice are mostly reasonable, but the soft-edge justifications are not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "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": "8beb9d1a7a861f414df03be5dbf31d02a084d40a47496d93c70913be1f62360d", + "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": "The cluster is dominated by low-signal spam/placeholder issues with no actionable evidence of duplication. The only somewhat substantive item is the generic documentation request, but there is still not enough information to treat any pair as the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate emerges from the text; if one must be named, issue 44418 is the least-noisy and most substantive item compared with the spam placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best representative only because it is the only legible, non-spam-like report; the rest are placeholder titles or spam.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but there is no issue body or concrete symptom tying them to the same underlying problem; treat as separate spam reports, not duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-style titles are not enough to establish a shared bug or request; no substantive evidence of duplication." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a generic documentation suggestion; they do not describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a separate vague spammy title about 'Google LLC' do not show the same concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder with no technical content." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared concrete bug or change request is evident; one is generic docs, the other is spam." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Matching spam placeholders are not sufficient evidence that these are the same issue; no body content or explicit linkage supports duplication." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Two vague spam-like issues with different titles and no technical details are not safely mergeable as duplicates." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "There is no concrete shared problem description; these appear to be unrelated spam/placeholder reports." + } + ] + }, + "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": 21, + "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": "555d6283a5e0b218687c3f2d4d48486fb1dad23a32e79c26da96a03d0a5f56eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues look strongly related and may be duplicates, but the packet only confirms identical titles plus a soft-text similarity signal; it does not prove the bodies are identical or that their scopes are fully the same.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45145 is the better canonical record because it was created earlier and already has an inbound reference, so it is the more established entry.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the strongest cluster representative for the same reasons: earlier creation and slightly more visibility/linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The identical titles and similarity signal make this a plausible duplicate, but the available evidence is not strong enough to conclude they are the same underlying issue with no distinct scope. Best characterized as possibly duplicate or likely related." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output overstates the evidence. The packet only supports that the issues have identical titles, similar body lengths, and a soft-similarity signal; it does not show the bodies are identical or that there is no distinct scope. The duplicate/duplicate-report wording should be softened to something like \u2018likely related\u2019 or \u2018possibly duplicate,\u2019 unless stronger evidence is present. The canonical-choice rationale is fine, but the soft-edge verdict and summary are too certain for the available data." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "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": 16, + "component_count": 21, + "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": "a68e1ceb139711972377fd94e8ca06b9dad21d90a8800525a243e70540166efe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "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 both 4-bit inference bugs, but they appear to be different defects: one is Gemma4 audio-module uint8 weights hitting a torch.finfo() TypeError, the other is BitsAndBytesConfig skip-module handling removing the default lm_head exclusion and triggering an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the better representative of the cluster because it describes a broader BitsAndBytesConfig regression in 4-bit inference, while 45672 is a Gemma4/audio-module-specific failure with a different root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is more suitable as the global issue representative because it is framework-level and more generally actionable; 45672 looks like a separate model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "They share the 4-bit inference context, but the failure modes differ: torch.finfo() on uint8 weights in Gemma4 audio modules versus BitsAndBytesConfig skip_modules clearing the default lm_head exclusion and causing an AssertionError. 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": 17, + "component_count": 21, + "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": "93a92b5a1227cfc107d6e8513056180244654b5ed62c6d07b449a4cf73fcab2e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only personal-name/date titles and no body, files, or references; they do not describe the same bug or request and look like unrelated spam/placeholder reports.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45762 is the earlier-created issue and can serve as the representative issue for this tiny cluster, though neither issue contains meaningful problem details.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45762 is the best issue to keep as the cluster representative because it is the first-created item and there is no substantive content to distinguish them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are different personal names with different dates, and there is no body, explicit linkage, or shared technical context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "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": "461b48acf4e215b4598a40571462ee00f4aa4b081d23135cb10877a04a3da12f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated; both are bare person/date titles with no body or technical context, so there is no evidence they describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles only contain different personal names and dates; there is no shared technical subject, description, or code context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "f095f8b6ea2c7bdd6ca127476822a36b84245a054b656f0f26fdbbeeb355ba04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and intents: model-class addition for value modeling vs training precision support. No shared code path or concrete overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "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": "81737a31043728f5c833e430d5f471f2cfb180221e36b4fc4e8679b8f11cb1b9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by financial-data wording and is not the same underlying request or bug.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it actually splits into two separate duplicate topics. If one representative must be chosen, 45870 is a reasonable canonical for the first duplicate pair because it is an exact match of 45871 and appears slightly earlier.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest single issue candidate as a representative because it is an exact duplicate pair with 45871 and has a clear, focused title. That said, it does not cover the separate 45872/45873 topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both mention financial time series/data, but one is a dataset offer and the other is an example/prediction use case. Different underlying issue/request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869 vs 45870: related domain, but not the same concrete topic." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and highly similar content; these are clear duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are DataForge-related and financial, but one is an example and the other is a scraping-service plus time-series request. Different change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870 vs 45872: same broad area, but not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete topics: example prediction workflow versus time-series plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topics; only broad financial/DataForge overlap." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and very similar content; these are clear duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two identical-title pairs are a reasonable duplicate call, and 45869 is only loosely related based on the available metadata. No PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "9b1f41c9ed8e4acec71cbd3a322a364741b1cc601a86843624697129d7866656", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve static-cache failures around linear attention, but they describe different breakpoints: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They look related at the subsystem level, but not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a more general and concrete failure mode (`early_initialization` corrupting linear-attention layers and causing shape/runtime errors), which could subsume narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative for the cluster: it names the likely faulty code path and the observable corruption/error more precisely than the Qwen3.5-specific crash report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). That is not enough to treat them as the same underlying bug or duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "25333403d6d1f5912783d38d1e54ccd23e87ccddebaba8b8ba3853772c7c596e", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Almost all pairs are false positives from broad topical similarity; only the two fixed_cross_entropy PRs are true duplicates of the same loss-kwargs change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the strongest canonical representative: it is issue-linked, directly targets the loss utility bug, and its diff clearly implements the fix with the intended kwargs plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best standalone representative of the cluster because it has an explicit issue target, a focused code change in a single file, and the clearest bug-fix intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: one adds VideoPrism support, the other adds an executorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: Mistral tokenizer methods vs adding the MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: tokenizer methods for Mistral common vs executorch export testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-loading robustness work is not the same underlying change as adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs handling is a different bug from Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape testing does not match the Mistral4 test-fix PR." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export tests are unrelated to MobileLLM model implementation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-resolution-order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is not the same as Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill content do not fix the same code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor and Mistral4 test fixes are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm rename across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat response parsing updates address different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution-order changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes do not overlap with the model-creation skill PR beyond generic model-work context." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation is not the same underlying change as the model-creation skill draft." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are two variants of the same fixed_cross_entropy fix in the same file, both adding support for cross_entropy kwargs and tied to the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of PR 43251 is supported by its explicit issue link and focused single-file loss-utils change. The only accepted soft-edge pair, 43251 vs 43254, is clearly the same cross-entropy kwargs fix in the same file and tied to the same issue. The rejected pairs are appropriately framed as topical similarity rather than the same bugfix, with no evident overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "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-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "cd069f6d78304c15e2af969d160abaab50ecc2797cb6afbc6138f6ea8af9b187", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs: one is the base VibeVoice implementation, one is a separate VibeVoice Realtime extension, and one is an unrelated Parakeet-RNNT addition. The only reasonable cluster representative is the original VibeVoice PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the core VibeVoice implementation and the most central, non-draft representative of the VibeVoice work; the other VibeVoice PR is a later realtime extension, and the Parakeet PR is unrelated.", + "best_issue_reason": null, + "best_pr_reason": "#40546 best represents the cluster because it introduces the base VibeVoice model support and has the strongest discussion/activity signal; the other PRs are either a separate feature branch or a different model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Same model family, but not the same concrete change: #40546 adds the base VibeVoice implementation, while #42781 adds VibeVoice Realtime with additional acoustic-tokenizer and generation changes. These are related follow-ups, not duplicates." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families and different code paths: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-registration files are incidental and not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 34, + "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": "07b9637d4418e440b7be0626e20eeb7adbe43a1c22f7b20794480b35c8060d37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not appear to be duplicates or merge candidates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different code paths, different models, and different user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global representative of the other; they are separate feature PRs with no shared underlying bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model areas and different functionality (TimesFM forecasting with covariates vs. DINOv3 image classification). Shared docs/tests patterns are incidental, not evidence of the same fix or feature." + } + ] + }, + "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": 34, + "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": 34, + "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": "b29e35cccf4334520e78f85d179e663a0a86fcdc720d180c72ac15e44e77f237", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "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 PRs are separate model-addition changes for different architectures (DeepSeekOCR, Isaac, Kimi2-6). They share repository plumbing and doc/auto-registration patterns, but not the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduping: each PR introduces a different model with its own files, configs, processors, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the best cluster representative only in the sense that it is the most mature/active of the three, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeekOCR vs Isaac. Overlapping auto-registration/docs are generic scaffolding, not the same concrete change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. Shared Hugging Face model-addition boilerplate does not indicate one underlying bug or feature." + } + ] + }, + "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": 34, + "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": "a2ad96f46e00d492fe7947559a4f6b1835571e5a9a4ce6dfde07fb3814397e1b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate workflow dependency-upgrade PRs, not duplicates: one targets core GitHub Actions runtime compatibility, the other updates Docker build actions in CI image workflows.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more central GitHub Actions compatibility upgrade, touching many workflow files and core actions like checkout/cache/upload-artifact.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of this cluster because it is the wider platform-level Actions upgrade; PR 42976 is a narrower Docker build-action bump and not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are CI dependency upgrades, but they change different action families and different code paths: general workflow actions vs docker/build-push-action. They could not plausibly be merged as one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "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": "732625bf06750cb585985e0739a839ad9b315174bfc5ec5d2c849c92187a397e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are distinct model-addition pull requests (ViT NEPA, Molmo, Molmo2, and CTSM). They share only broad repository plumbing like docs, auto-mapping, and model registration, not the same underlying bug or code-path change, so none of the soft edges should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the set, 43451 (Molmo2) is the most comprehensive implementation surface, but it is still a separate model addition rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the broadest and most mature PR in the cluster, with model, processor, video, conversion, and test coverage, so it is the best representative if a single PR must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared files are generic docs/auto-registration plumbing, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Overlap is limited to shared framework registration files, not a single concrete fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. They touch the same subsystem only at a high level, but not the same code-path problem." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different implementations; shared repo plumbing does not make them duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions. The overlap in registration/docs is incidental and not a duplicate signal." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different code paths and files; they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "e72cd943ea04da67ce7bdacccf1aaac7cd807bc0b6750a7fddfb44c7c218eb0f", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they span unrelated areas (Whisper tokenization/tests, synthetic test failures in CLIP/ViT, FP8 dequantization, and generation watermarking validation). The only commonality is that they are all bug-fix style PRs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46380 is the best representative of the cluster because it fixes a concrete runtime validation bug in generation config handling and includes broader test coverage than the others, which are either unrelated or clearly test-only.", + "best_issue_reason": null, + "best_pr_reason": "PR #46380 is the strongest standalone PR: it addresses a specific code-path problem (watermarking_config dict handling during validation) and has the clearest user-facing impact among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs. inserted failing asserts in CLIP/ViT tests; different models, different behavior, no shared bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding logic vs. FP8 dequantization/padding and model loading; unrelated code paths and failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization changes vs. generation watermarking validation; both are transformer fixes but not the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Synthetic test failures in CLIP/ViT are unrelated to FP8 kernel/dequantization changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-only assertions in CLIP/ViT do not match the watermarking_config validation bug in generation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization/padding fix and generation watermarking validation fix are distinct subsystems with different concrete bugs." + } + ] + }, + "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": 34, + "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": "07e92e2030907ef9c61d9ba854b2050a1e777edbb76331ca8f26058f5fe16ded", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: they share only one test file, but the substantive changes are unrelated. PR 43488 is a setup/dependency/version tweak, while PR 43532 is workflow and testing-infrastructure churn.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43488 is the cleaner representative artifact if one must be chosen: it is narrowly scoped to setup/version and pytest dependency changes, unlike PR 43532 which spans workflows, testing utilities, and a test file.", + "best_issue_reason": null, + "best_pr_reason": "PR 43488 is the better standalone PR in this cluster because it has a focused, self-contained change set and a clear purpose; PR 43532 is broader and mixes unrelated CI/workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the overlap is incidental. 43488 changes setup.py, dependency tables, and a vit test; 43532 changes GitHub workflows plus testing utilities and one test file. They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 34, + "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": "befbddf8eccc7c4a4bebb019f87ef8ff76cc79ec2fa5ffc5a17426a2b2ecfe2d", + "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": "The two PRs are closely related infrastructure additions, but they implement different pipelines for different segmentation tasks: promptable concept segmentation vs promptable visual segmentation. They share framework/docs scaffolding, but not the same concrete change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the stronger representative because it has the broader implementation footprint, more model integrations, and more test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the best standalone PR in this cluster since it appears more complete and covers a larger set of related model/pipeline updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "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": "9c075ace17a7d9cb31f85d216bcaee5988c0621a71f66b2c3a532fe5a839c87f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/trainer.py` and add custom-trainer extension points, but they address different behaviors: gradient-accumulation loss scaling vs. signature-based column filtering. They are not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer code paths and different goals: PR 43651 changes loss normalization in `training_step`, while PR 43663 adds `_get_signature_columns` for data column filtering. They are related only by being extension hooks in the same file, not the same bug or mergeable 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": 12, + "component_count": 34, + "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": "b6438405d02d812b6bd353d9fa03c0ac69e04fcfe2cbbba56da2f0d35e1c8927", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file, but they address different TypeAdapter/typing failure modes, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43656 fixes a broader annotation/runtime NameError path in the CLI, while 43842 fixes a separate pydantic-optional import/type-hint issue in the same module.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the better representative of the cluster because it addresses the more general CLI typing/runtime compatibility problem and has the more substantial fix; 43842 is a distinct narrower follow-up, not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: both modify src/transformers/cli/serve.py, but they fix different underlying bugs. 43656 targets a TypeAdapter-related NameError caused by annotation evaluation/forward refs, while 43842 adds a guarded TypeAdapter import and quotes the annotation to handle the case where pydantic is not installed. Same file, different root cause and change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "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": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44098|pull_request:44101", + "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:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "14e20b0aeff73c27600221af79f4db67d1007dac321816441ddeef6e3ed01aae", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a batch of independent model-by-model refactors to the new output-capturing/decorator interface. The only clear duplicate-style overlaps are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J variants that touch the same GPT-J code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44066 is the strongest representative: it has an explicit issue link, cleanly targets the GPT-J/CodeGen output-tracing refactor, and is broader than the narrower GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "PR #44066 is the best overall representative because it is explicitly tied to the tracking issue and covers the same standardized output-tracing change with the clearest context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different forward paths; both are output-tracing refactors, but not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations; shared issue target is not enough to make these duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; these look like duplicate variants of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different architectures and files; this is the same refactor theme, not the same underlying bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model code paths; both are standardized tracing refactors, but not the same PR-worthy change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet: different models, different code paths, and not mergeable as one fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations; same issue link does not imply duplication." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different output-tracing behavior; not the same concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; same general refactor pattern, but not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same modeling file and appear to fix the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and different files; the overlap is only in the refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; these are separate model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor versus GPT-J/CodeGen refactor; 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same theme, different concrete refactor." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen are different code paths and not mergeable into one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not share the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different implementations; 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these are duplicate variants of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing change in the same file, so they look like duplicate implementations of the same fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and ViLT are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different models and different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 do not share the same underlying code-path change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different models and different fixes." + }, + { + "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 ViLT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models and fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are model-specific output-tracing refactors, and the only clearly overlapping clusters are the GPT-Neo pair and the GPT-J/CodeGen variants that share the same GPT-J code path. The accepted soft-edge pairs are conservative enough, and the false pairs are reasonably rejected as different model/code paths rather than the same mergeable bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "f3ab3b81e035fb335e7662dd1c4281716cc1ca48aaf166aae8cb6179fd2e8090", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing / capture_outputs, but they do not appear to be duplicates of each other; each one targets a different model implementation and code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest anchor for the cluster because it has the clearest concrete scope and an explicit issue target, making it the most traceable representative of this refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best overall representative: it is well-scoped, explicitly linked to an issue, and clearly shows the standardized output capture migration in a concrete model path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models (FocalNet vs ImageGPT) and separate forward paths; they share a refactor pattern, not the same underlying bug or change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated model implementations; both migrate output tracing, but they are independent code changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different encoder/attention stacks; this is the same modernization theme, not a single fix that could be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model-specific refactors with distinct code paths, so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures and files; the similarity is only the shared output-capture migration pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 target different model internals and do not look like the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 34, + "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-43998-14", + "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", + "pull_request:46438" + ], + "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: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", + "pull_request:44000|pull_request:46438", + "pull_request:44027|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "61a532f1798eb4553a6959b16cc3cca63158678d656e7d6a747da4411fbbf675", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43572, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43572, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of independent, model-specific output-tracing refactors plus one unrelated modular-conversion performance PR; 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no shared concrete bug or patch." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families; PR 44003 is Mamba-specific output-capture work." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and forward paths; only a broad naming similarity." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs DepthAnything/PromptDepthAnything are separate model-specific refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and implementation targets." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet do not share the same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different refactor scopes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder is unrelated to Mamba/FalconMamba." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model families; same pattern does not make them duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and model architectures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything are distinct changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated models." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared underlying bug; different model stacks." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba output tracing and CodeGen cache/output refactor are different code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen touch different model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and fixes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are separate model-specific updates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder do not share a concrete code-path bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and different forward logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are separate refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but for different modalities and code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are unrelated." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; no shared concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are separate changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint do not overlap in code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and implementation details." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are unrelated refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are distinct model families." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR touch different model code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "Model output-tracing refactor vs modular-conversion process-pool optimization." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "SpeechEncoderDecoder refactor is unrelated to the utility performance change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "RWKV model refactor vs build-tool optimization are not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "SuperPoint model refactor and modular conversion speedup are unrelated." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "Timm backbone output tracing and modular conversion pool reuse are different concerns." + } + ] + }, + "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": 34, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "ca8ba213507c934f50a6eb5e2e3c3ca7171587100d6bf8165beb9a109919ef88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one adds PenguinVL vision-language support, the other adds Voxtral TTS text-to-speech support. The overlap is limited to shared Transformers integration plumbing and docs, which is expected for unrelated model additions.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes and model families (PenguinVL vs Voxtral TTS); shared auto/docs files are generic scaffolding, not the same code-path 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": 34, + "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-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "c5b8436df3cd09f626c0ebeb1f06469702687290f73ae45ce107834078a4dc24", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related but look like a sequence of incremental PRs around module/kernel fusion, not clear duplicates. The earliest PR defines a module-fusion API, the next two wire n-to-1 kernel fusion through `KernelConfig`, and the latest one further extends/simplifies that path.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46339 is the broadest and latest iteration in the same feature line, touching the core loading path, hub-kernel integration, modeling utils, and tests. It is the best representative of the cluster even though the other PRs are earlier or narrower steps.", + "best_issue_reason": null, + "best_pr_reason": "PR #46339 is the strongest cluster representative because it covers the most complete n-to-1 kernel-fusion implementation and refinement. It is more central than the earlier API groundwork in #44979 and the intermediate KernelConfig PRs #45363 and #45666.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but #44979 introduces a lower-level Module Fusion API while #45363 implements KernelConfig-based n-to-1 kernel fusion wiring. They operate at different abstraction layers and could plausibly both exist." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": false, + "reason": "Both target KernelConfig-based kernel fusion, but #46339 is an extended/simplified follow-up that changes the loading internals and related tests. This looks like iterative feature evolution, not the same concrete change set." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": false, + "reason": "These are in the same n-to-1 fusion line, but #46339 is a further refinement of the KernelConfig path rather than the same fix. The overlap is thematic, not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 34, + "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": "ad5b7b974127af1ac58805b9954b7eff5870d1708395d5ddc5faa2ea8bff0dff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same AttributeError in `_patch_mistral_regex` for Mistral regex patching and make the same code-path change in `tokenization_utils_tokenizers.py`; 45317 adds test coverage, so it is the better canonical PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it changes the same Mistral pre-tokenizer AttributeError path and includes tests, making it the best representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 best represents the cluster because it addresses the same concrete bug as 45086 but is more complete and verifiable thanks to added tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in `_patch_mistral_regex`; the second PR is essentially the first fix plus tests, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "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": "f065779885911f5876220b1a37e5b0d839fc1b48fafdf45954507aaff3ba99f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH work items, but they are not duplicates: one is a focused refactor to make `nemotron_h` inherit GraniteMoeHybrid-style mappings, while the other splits NemotronH into new `dense` and `sparse` model families with docs/tests updates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45115 is the tighter, more central refactor around `nemotron_h` model inheritance and checkpoint conversion mapping; it best represents the core architecture change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the broader umbrella change, adding the new NemotronHDense/NemotronHSparse packages, auto-mapping updates, docs, and tests, so it is the strongest representative PR for the overall cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They touch overlapping NemotronH code, but the underlying changes differ: #45115 is a conversion/refactor for `nemotron_h` inheritance and weight mapping, while #45569 introduces separate dense/sparse model variants and documentation. Not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 34, + "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": "3de0e6fd4c88346f1ec5586ed67ff4a76234f561d432b3d74d1fc42c34773f1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related feature work for heterogeneous per-layer support, but they are not duplicates: one is config-only while the other is a broader model/runtime implementation that appears to build on the same feature area.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45332 is the broader umbrella PR: it spans config, modeling, cache, masking, and tests, so it is the more representative and complete change for the heterogeneous support effort.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45332 is the best cluster representative because it covers the larger end-to-end code path, whereas pull_request:45333 is narrower and focused on per-layer config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related, but not the same concrete change. 45333 is specifically per-layer configuration support, while 45332 is a broader heterogeneous model/runtime PR that only overlaps partially and would not plausibly be merged as a single 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": 21, + "component_count": 34, + "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": "464b0b9f7f1ed0cc6a2da261c4bf3d1ee2a4c944130c7e7b3a0af50e4e453f7d", + "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 PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking pass, while #45425 adds specific typing protocols/helpers around modeling_utils and PEFT integration. They overlap in a few files, but the underlying work is distinct.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella typing pass and is the better cluster anchor if one PR must represent the group.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the most representative of the shared theme because it covers the widest set of typing-related edits across transformers code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing cleanup and a few overlapping files do not make these the same concrete change; #45415 is a broad type-checking sweep, while #45425 focuses on adding typing support for specific modeling/PEFT interfaces." + } + ] + }, + "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": 34, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "99039affb712bfb8dc6f0c18b39118178a23be63c05fe5f45554d346be360651", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs look superficially similar because both adjust cached-forward logic for seq_len > 1, but they target different model families and different code paths. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR 45513 fixes Qwen3.5/Olmo hybrid cached multi-token forward behavior, while PR 46084 fixes Mamba2 use_cache handling for seq_len > 1; they are distinct bugs in different implementations.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global duplicate representative here because the fixes are architecture-specific and not mergeable into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs and code paths: 45513 changes cached multi-token forward in Qwen3.5/Olmo hybrid linear attention, while 46084 changes Mamba2 CUDA-kernel cache handling for seq_len > 1. Similar pattern, but not the same 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": 23, + "component_count": 34, + "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": "0e3bfa0b20b296747788d4ae1f96ff061e338e716f324b4a54d986e8f3032b2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (expert parallel loading), but they fix different concrete bugs in different distributed code paths: one targets DeepSpeed ZeRO-3/accelerate config handling, the other FSDP2 expert parameters being overwritten after load. They should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the better representative of the broader EP-loading class because it addresses the actual parameter-loading path across multiple modules and fixes the overwrite behavior directly, whereas #45548 is narrower and backend-specific to config serialization/EP detection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and code paths: #45548 fixes distributed_config serialization and an EP flag for DeepSpeed ZeRO-3/accelerate loading, while #45662 fixes post-load sharding/wrapping so FSDP2 experts are not overwritten by rank-0 broadcast. Same subsystem, but 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": 24, + "component_count": 34, + "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": "0dc5c6de84de0b916e5eda98778c80c03d5525729d74c835a78844be56aba154", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision around captured_info artifacts in testing_utils; #45645 is a broader superset that also updates CI log collection, but the core bugfix overlaps with #45639.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it covers the same captured_info xdist-safe fix and also includes the CI-side handling needed to read multiple worker outputs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative because it addresses the core collision plus the downstream log-consumption path, making it the more complete fix for the shared issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; #45645 extends the same change set with workflow log aggregation, so they are mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 34, + "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-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "b7c8b9cde6398b4481f98a96cfb272a7f71a45f47ecac57ae6991ca97f83bea1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains three unrelated PRs: one auto-model registration fix for GLM ASR, one RecurrentGemma SDPA dispatch update, and one BLIP-2/InstructBLIP/InstructBLIPVideo SDPA dispatch update. The latter two are thematically similar but target different model code paths and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46320 is the most self-contained representative of the cluster: it makes a concrete RecurrentGemma attn_implementation dispatch change with supporting mapping/docs/tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the best representative PR overall because it contains a focused model-specific implementation change plus test and mapping updates, making it the clearest exemplar of the cluster's general theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: GLM ASR auto-class registration versus RecurrentGemma SDPA dispatch support. They touch unrelated model paths and are not the same underlying bug/change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both concern SDPA dispatch, but for different model families and code paths (RecurrentGemma vs BLIP-2/InstructBLIP). They are similar refactors, not one mergeable 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": 26, + "component_count": 34, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "e1985a15e69f88bbdec7129b1cac896dc4df3457951a03c7807bdc6718d171df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both linter-rule implementations, but they target different rules and different code paths: TRF003 for model forward return-dict/tuple handling, and TRF018 for image/video processor boolean flags. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules, different affected subsystems, and different behavioral changes. Shared files are incidental overlap across modeling modules, not evidence of the same 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": 27, + "component_count": 34, + "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": 28, + "component_count": 34, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "f1dcb7876c3fa7efe72f0f9ee2b90727f13b946afbb5ee063739e698fb21629c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates: one is a broad real code/config change, the other is an intentionally failing test-migration PR. They do not fix the same underlying issue or change the same code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the better canonical representative because it contains the substantive production/workflow changes across model code and CI secrets, whereas PR 46100 is just a test file with deliberate failures.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best overall representative of the cluster since it reflects an actual functional change; PR 46100 is clearly a non-production/test-only placeholder and not suitable as the cluster exemplar.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs are unrelated. 45932 changes CI secrets and multiple model implementations, while 46100 only adds intentionally failing tests in ViT; they do not address the same bug or merge into one coherent fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "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-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "100834789e77d271a58d0f5a94a487f9f2d82cc71743de9c24edab4057c61582", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are related by the same general feature request\u2014adding SDPA attention dispatch\u2014but they target different model implementations and distinct code paths, so they should not be deduplicated together.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest representative of the cluster: it covers multiple model families (SeamlessM4T/v2 and wav2vec2_conformer/bert) and includes the most substantial implementation surface for the shared SDPA dispatch theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the best cluster representative because it is the most comprehensive of the three and most clearly showcases the recurring SDPA support pattern across models, while the others are narrower single-model variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch, but for different model code paths (CTRL vs T5). They are similar feature ports, not the same underlying bug or a single mergeable PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These target different model families and different attention implementations. The overlap is only at the high-level SDPA feature theme, not the concrete fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both are SDPA support PRs, but they modify different architectures and test/documentation surfaces. They are not the same change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 34, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "c7018d9ccac8c1b9d7b7c14a9a603fe0275a4c07a7d259f3650b58cb686216b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed files, but they are not the same underlying change: #46126 is a focused EP + Trainer integration feature, while #46269 is a much broader distributed branch/base refactor spanning FSDP, tensor parallel, MoE, and integration plumbing. The soft duplicate edge should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR must be chosen, #46269 is the broader umbrella change and is more central to the shared distributed infrastructure, whereas #46126 is a narrower follow-on feature.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the stronger standalone representative of the cluster because it spans the larger distributed-system groundwork; #46126 is more specialized and depends on that broader context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames alone are not enough here: #46126 adds EP/Trainer integration around router parallelism, while #46269 is a broad distributed branch base touching many unrelated subsystems. They do not look mergeable as one PR or the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 34, + "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-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "85d180585a92e4d80295f5d0cd50a2d8a60d5905470a72bcc57617c3558503d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs touching different workflow files and different operational concerns, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46432 is the more concrete and security-oriented workflow hardening change, with a pinned download and environment cleanup; 46138 is a separate stdin-plumbing update in another workflow.", + "best_issue_reason": null, + "best_pr_reason": "PR 46432 is the clearest representative of the cluster only in the sense of having the stronger, more explicit change set, but it is not the same change as 46138.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows, different filenames, and different purposes: stdin handling for self-comment CI vs pinned download and secret scrubbing for ssh-runner. They do not fix 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": "pull_request", + "component_index": 32, + "component_count": 34, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "df1760c825335c16f997fba52f4bd29b636990316c7c2d112dcec11013e9e98d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar because both remove ad hoc file-open source reading, but they target different code paths and problems: one fixes source resolution in import_utils, the other changes a heuristic in modeling_utils. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better canonical PR if one must be chosen: it has a narrower, explicit fix in _can_set_*_implementation with a matching test update, making the change scope clearer than the broader source-resolution refactor in PR 46152.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone candidate because it targets a single concrete behavior change and includes tests; PR 46152 is also valid but addresses a different subsystem and a more infrastructural helper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both replace file-open source reading, but they fix different mechanisms in different modules: import_utils source traversal vs modeling_utils attention-implementation detection. They do not appear to be the same bug or the same mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, + "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-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368" + ], + "prepared_review_unit_hash": "6a2be0f8d5761b093e814d1df351773cdeaff29193f6971d2b9ff8dda6faef05", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5961, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5961, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate test-related PRs for different models. The two quant-cache skip PRs are only superficially similar; they target different model-specific cache implementations and are not the same underlying fix. The Cohere2Moe PR is a distinct configuration change for a device-map test failure.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46337 is the most concrete and representative fix: it adjusts Cohere2Moe test settings to avoid an hf_device_map/offload failure by changing model test parameters and split thresholds.", + "best_issue_reason": null, + "best_pr_reason": "PR 46337 is the strongest standalone change in the cluster and the only one fixing a specific runtime/test failure rather than skipping a test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different cache paths; one fixes Cohere2Moe device-map test setup, the other skips a NemotronH quant-cache test. Not the same underlying bug." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Different models and unrelated failures. Cohere2Moe changes test configuration for device placement, while DeepSeek V4 only skips a quant-cache test." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both skip quant-cache tests, but for different model-specific cache implementations and failure modes. Similar pattern, not a shared 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": 34, + "component_count": 34, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "7e35fde77b7bce65c094b0b2c5cb67e427dd98bbef0285c4ebbaa6ba3cbdeb34", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. There is no duplicate or mergeable overlap.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are different feature areas with no shared concrete code-path or implementation target.", + "best_issue_reason": null, + "best_pr_reason": "46417 is the more self-contained, complete feature PR; 46376 is a draft infrastructure change in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different domains and code paths: continuous batching/multimodal cache changes vs a new HunYuan VL model implementation; not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/manifest.json b/snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..329d19765e39a3b8cebb35f9609fec0ffc1b3247 --- /dev/null +++ b/snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260606t180020z", + "artifacts": { + "hybrid": "snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-06T18:07:50Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260606T180020Z", + "variant": "hybrid" +} diff --git a/snapshots/20260606T180020Z/manifest.json b/snapshots/20260606T180020Z/manifest.json index e9e5afd33ea7c9a9da9dde1ba328adb1b7ebec12..8d45fad8f21526db27943e75bc350b7bbed9a839 100644 --- a/snapshots/20260606T180020Z/manifest.json +++ b/snapshots/20260606T180020Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 433 }, "extracted_at": "2026-06-06T18:00:20Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260606t180020z", + "runs": { + "hybrid-model-20260606t180020z": { + "analysis_id": "hybrid-model-20260606t180020z", + "artifacts": { + "hybrid": "snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260606T180020Z/analysis-runs/hybrid-model-20260606t180020z/manifest.json", + "model": null, + "published_at": "2026-06-06T18:07:50Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260606T180020Z", "watermark": {