diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 9cb2453657ba3d56fd7c5f2bded9816d6bddc4cd..313395d0468703e7a8cc05a531f351402c6219c5 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": "20260608T060044Z", - "generated_at": "2026-06-08T06:16:41Z", + "snapshot_id": "20260608T120020Z", + "generated_at": "2026-06-08T12:17:13Z", "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.", @@ -2674,16 +2316,6 @@ "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 a7ab72567ad3b66048e3af2fc17ce5b3fc9c4415..7a6194d2c44df1e0e2c35500f2f2a1effe926abf 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,22 +1,22 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260608T060044Z", - "generated_at": "2026-06-08T06:16:41Z", + "snapshot_id": "20260608T120020Z", + "generated_at": "2026-06-08T12:17:13Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 1, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:24643", "issue:30277", @@ -80,8 +80,8 @@ "issue:45901|issue:46015", "issue:44509|issue:44512", "issue:35545|issue:36010", - "issue:44918|issue:46165", "issue:44805|issue:45823", + "issue:44918|issue:46165", "issue:43638|issue:44805", "issue:43638|issue:46165", "issue:43596|issue:44805", @@ -134,172 +134,166 @@ "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "9f98a237ee546ccaee5c48bbdbbc145c04d10d28b3ef59f82c5f9c1c6ed66a00", + "prepared_review_unit_hash": "53e133b87dd14f24cc056edef4409a937eec3291386b5b3cf9cb2f19ff8c201e", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 65, - "serialized_chars": 47169, - "estimated_input_tokens": 11793, - "estimated_eval_tokens": 23842 + "serialized_chars": 47167, + "estimated_input_tokens": 11792, + "estimated_eval_tokens": 23840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Nearly all candidates are unrelated. The only clear duplicate pair is the two ZeRO-3/BERT index-out-of-bounds reports (43596/43638); the rest differ by model, subsystem, or root cause.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43596 is the earliest, most general description of the shared ZeRO-3/BERT index-0-out-of-bounds bug, so it is the best canonical anchor for the one true duplicate pair.", + "summary": "This cluster is mostly heterogeneous: many unrelated model/runtime/docs regressions were grouped by loose text similarity. The only clear duplicate subclusters are the DeepSpeed ZeRO-3 index-out-of-bounds reports around model init and the Qwen3.5MoE rotary-embedding/offload reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the strongest true duplicate subcluster: the repeated ZeRO-3 \"index 0 is out of bounds\" init failure, also seen in 41762 and 43638.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the cleanest and earliest statement of the shared failure mode, and it matches the only accepted duplicate candidate.", + "best_issue_reason": "issue:43596 is the best issue to anchor triage because it states the shared failure mode succinctly and matches the closest near-duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 problems: config attribute error vs streaming chat/completions failure." + "reason": "Different models and failures: Qwen3.5 config attribute error vs chat/completions streaming issue." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend bugs: AMD GPU failure vs MPS histogram op not implemented." + "reason": "Unrelated problems: AMD GPU support vs MPS histogram on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to GPT-OSS running on AMD GPUs." + "reason": "Different code paths: image preprocessor/model dtype mismatch vs AMD GPU execution failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from GPT-OSS AMD GPU failure." + "reason": "Both are dtype/device-related at a high level, but they are distinct models and distinct failure modes." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model and failure mode; Nemotron example breakage is not the same as GPT-OSS on AMD GPUs." + "reason": "Unrelated model-specific example breakage vs AMD GPU support issue." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: GPU compatibility issue vs GraniteMoEHybrid invalid-method call." + "reason": "Different MoE/model method bug vs GPU backend compatibility problem." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated failures." + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model-specific issues." + "reason": "No shared concrete bug: ModernBERT ONNX export vs Qwen3Moe FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Different failure modes and model families; not mergeable as one fix." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "A task crash is not the same as outdated RAG documentation." + "reason": "One is a task crash, the other is outdated docs/examples; same area but not the same bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different removed features and need separate fixes." + "reason": "Both are docs cleanup for v5 removals, but they target different removed content and should not be treated as one bug." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure and GenerationMixin import error are distinct issues." - }, - { - "left": "issue:44918", - "right": "issue:46165", - "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and resume-with-trust-remote-code are different training workflows." + "reason": "ONNX export bug vs import path breakage; unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch is unrelated to Gemma4 PLE device placement mismatch." + "reason": "Different tensor-shape error vs device-map forward mismatch." }, { - "left": "issue:43638", - "right": "issue:44805", + "left": "issue:44918", + "right": "issue:46165", "accept": false, - "reason": "Different failure signatures and models; this is not the same indexed-tensor/mask bug." + "reason": "Different training/trainer issue vs resume/trust-remote-code issue." }, { - "left": "issue:43596", + "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/BERT empty-index error is unrelated to the mask-shape mismatch." + "reason": "Same broad IndexError wording, but different trigger and subsystem." }, { - "left": "issue:43638", + "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 loading bug and resume/trust_remote_code problem are unrelated." + "reason": "DeepSpeed ZeRO-3 init bug vs resume/trust-remote-code training issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "BERT ZeRO-3 index error does not match the mask/index shape mismatch bug." + "reason": "Generic shape/index errors, but not the same concrete code path." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/template mismatch." + "reason": "Different mismatch types and different model/input modalities." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Indexed-tensor mask error is unrelated to GPT-OSS MoE TP behavior." + "reason": "Mask-shape error vs GPT-OSS MoE TP issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume/trust_remote_code failure and Nemotron example breakage are different issues." + "reason": "Resume/trust-remote-code training issue is unrelated to the Nemotron example bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video StopIteration and training resume failure have different roots." + "reason": "Video chat template bug vs training resume problem." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3/BERT index bug is unrelated to the locally downloaded model resume issue." + "reason": "Different model-loading/training scenarios and different root causes." }, { "left": "issue:34634", @@ -311,193 +305,259 @@ "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch and BERT ZeRO-3 index error are different bugs." + "reason": "Both mention DeepSpeed, but one is collective mismatch and the other is ZeRO-3 init indexing; not the same bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BERT index-0-out-of-bounds load/init bug; 43638 is the more specific duplicate." + "reason": "Same ZeRO-3 index-out-of-bounds init failure on closely related BertModel reports." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are not the same failure." + "reason": "Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save inconsistency are different problems." + "reason": "Incorrect detokenization vs LoRA merge/save-load mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA reload mismatch are unrelated." + "reason": "Different symptoms and likely different fix areas." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error is a different bug from collective mismatch." + "reason": "Both are DeepSpeed-related, but one is a weight shape error and the other is a collective mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing size recomputation and mask-shape mismatch are distinct failures." + "reason": "Activation checkpointing/FSDP issue vs mask/tensor shape mismatch." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same module family, but CPU-offload incompatibility and uninitialized-memory-after-to_empty are different concrete bugs." + "accept": true, + "reason": "Same Qwen3.5MoE rotary-embedding code path; both describe broken buffer/materialization/offload handling." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "Different model families and unrelated errors." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to CustomTrainer compute_loss signature changes." + "reason": "Activation checkpointing/FSDP bug vs compute_loss signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 loading bug does not match GPT-OSS MoE TP issue." + "reason": "ZeRO-3 model init bug vs GPT-OSS tensor-parallel bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are different model bugs." + "reason": "Different model-specific issues: Mistral image dtype mismatch vs GraniteMoE invalid method." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video chat-template mismatch are unrelated." + "reason": "Gemma4 reverse-embedding lookup issue vs Qwen3.5 video template/token mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime failure is unrelated to GPT-OSS AMD GPU issues." + "reason": "Different model/runtime failures with no shared code-path." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config regression and Mistral regex patch crash are different bugs." + "reason": "Gemma3/vLLM config attribute issue vs tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch and Gemma4 reverse-embedding lookup are different concrete failures." + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup; not the same bug." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch/transformers compatibility and Qwen NVFP4 runtime failure are not the same issue." + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast mismatch is unrelated to GPT-OSS TP behavior." + "reason": "Autocast dtype mismatch vs GPT-OSS TP issue." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer signature breakage are unrelated." + "reason": "FSDP checkpointing bug vs Qwen3 auto device mapping assert." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "FSDP checkpointing bug and GenerationMixin import error are different issues." + "reason": "Different dtype/runtime errors on different models." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "GPT-OSS AMD GPU failure has no overlap with outdated RAG docs." + "reason": "Mixtral torch dynamo tracing error vs Mistral image preprocessor dtype mismatch." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43716", + "right": "issue:46468", "accept": false, - "reason": "Liger Kernel cross-entropy call and mask-shape mismatch are different bugs." + "reason": "Different model/example failures." }, { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and missing Sam3Model text encoder weights are unrelated." + "reason": "Different backend/device issues and different models." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Torch 2.4.1/transformers 5.8 incompatibility is different from USE_DISTRIBUTED=0 breakage in v5.9.0." + "reason": "TRL SFT trainer embedding unpacking vs GPT-OSS tensor-parallel failure." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + "reason": "Different failure surfaces and model families." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and mismatch types." + }, + { + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and BERT ZeRO-3 index error are different model-specific reports." + "reason": "GraniteMoE invalid method vs MPS histogram kernel limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call path vs TRL trainer embedding issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure pattern, just on different Bert/Gemma3 reports." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cover different removed artifacts and are not the same change." + "reason": "Both are docs-related, but one is about pipeline-task removals and the other about the removed run command." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to the MPS histogram op error." + "reason": "Autocast dtype mismatch is unrelated to the MPS Int histogram limitation." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 SFT embedding issue and MPS histogram error are unrelated." + "reason": "Training trainer unpacking issue vs MPS backend limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy behavior is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "Different mechanisms: Liger Kernel cross_entropy routing vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch in DeepSpeed vs custom trainer signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/checkpointing issue vs GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU backend/model runtime bug vs documentation example issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy routing vs tensor-mask shape mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint vs model weights not loaded; different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/Transformers version incompatibility vs distributed build support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading issue vs USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds init failure class." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM config regression and Qwen3 auto-device assert are different model/runtime bugs." + "reason": "Different model/version regressions: Gemma3/vLLM config attr vs Qwen3 auto device-map assert." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted duplicate pair, issue:43596 vs issue:43638, is well-supported by the nearly identical ZeRO-3/BERT index-out-of-bounds signature and the creation order. The other rejections stay within what the titles and metadata justify." + "feedback": "The triage summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The only accepted pairs are well-supported by the titles and shared failure class (the ZeRO-3 index-out-of-bounds reports and the Qwen3.5MoE rotary-embedding/offload pair), while the rejections appropriately avoid over-claiming duplicate status for loosely similar but distinct issues." }, "evaluator_used": true, "retried": false, @@ -508,15 +568,15 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 2, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:36010", "issue:39290", @@ -570,14 +630,14 @@ "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", "issue:44863|issue:46015", - "issue:45812|issue:45920", "issue:45020|issue:46304", + "issue:45812|issue:45920", "issue:43866|issue:44863", "issue:44292|issue:46015", "issue:43872|issue:46304", @@ -611,14 +671,14 @@ "issue:43531|issue:45070", "issue:45020|issue:45800" ], - "prepared_review_unit_hash": "7182f45cce6eaad4bc06063a7fbe6089177bc79c58255983976ded9cf997ed91", + "prepared_review_unit_hash": "39a6a802d4745e5215230cb4c7915dee9b13e38260c6e3f97067090d475de01a", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, @@ -633,270 +693,258 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a heterogeneous cluster of unrelated issues. The only clear duplicate family is the v5 AutoTokenizer wrong-token-ID regression, where one report is the broader multi-model version of the same bug.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45920 is the best anchor for the only clear duplicate family because it describes the broader AutoTokenizer v5 regression across multiple model families, while 45812 is the narrower Granite-specific instance.", + "summary": "Mostly unrelated issues; the only strong duplicate-looking pair is the v5 AutoTokenizer wrong-token-id regression across model families. No PRs were provided.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative tokenizer regression: it describes wrong token IDs across multiple model families and explicitly frames it as a v5 regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest representative issue in this set: it is broad, current, and captures the shared tokenizer regression more completely than the narrower duplicate.", + "best_issue_reason": "Issue 45920 is the best canonical candidate overall because it has the widest scope, clear regression framing, and is the most likely umbrella for the tokenizer duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different failure modes: missing float8 storage vs distributed/pytorch support on USE_DISTRIBUTED=0." + "reason": "Different failures: float8 storage lookup vs distributed-mode support; no shared code path." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve model loading/inference, but one is a device mismatch in Gemma4 PLE and the other is a Qwen3.5 video/chat_template token-feature mismatch." + "reason": "Both are model-specific runtime issues, but they affect different components and code paths (device_map forward mismatch vs chat template video feature mismatch)." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Unrelated subsystems: AMD GPU support for GPT-OSS vs a table-question-answering task crash." + "reason": "Both are docs-related, but they cover different documentation errors and different removed/changed behaviors." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Both are docs-related, but they cover different docs problems and different APIs." + "reason": "Unrelated subsystems and symptoms: AMD GPU support for GPT-OSS vs table-question-answering task crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and errors: Voxtral processor failure vs Gemma4 device placement mismatch." + "reason": "Different models and different runtime failures; no evidence they stem from the same bug." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different code paths: Liger kernel cross-entropy dispatch vs Qwen3-VL video StopIteration." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3.5-VL video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Different topics: detokenization regression vs outdated RAG examples." + "reason": "Different problem types: detokenization regression vs outdated RAG examples." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint loading failure for NemotronH vs documentation cleanup for RAG examples." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same underlying bug: AutoTokenizer returns wrong token IDs after the v5 regression; 45920 is the broader report and 45812 is the Granite-specific instance." + "reason": "Model loading/architecture issue vs documentation drift; not the same underlying bug." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "One is remote_code breakage, the other is a PyTorch distributed build/runtime compatibility issue." + "reason": "Both mention recent-version regressions, but one is about remote_code models and the other about USE_DISTRIBUTED=0 compatibility." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report v5 tokenizer regressions producing wrong token IDs across multiple model families; they look like the same underlying bug and could be fixed together." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are model load problems, but the models and root causes differ (corrupted checkpoint vs implementation can't load checkpoints)." + "reason": "Different model-loading failures with different root causes; one says corrupted checkpoint, the other says the implementation cannot load checkpoints." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "TypeError from init_empty_weights/_is_hf_initialized is unrelated to RAG documentation examples." + "reason": "NVFP4 model-running error is unrelated to outdated RAG examples." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params compatibility is a different dependency issue from USE_DISTRIBUTED=0 support." + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a missing config attribute in vLLM and the other is a Qwen3-MoE model issue." + "reason": "Both involve sliding-window wording, but they concern different models and different failures; not enough evidence of one bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Same error pattern, but the reported contexts differ enough to treat as separate DeepSpeed/Bert loading cases without stronger evidence." + "reason": "Both are IndexErrors, but the exact failing condition and model/setup differ significantly." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Different tasks and symptoms: Whisper model loading vs table-question-answering crash." + "reason": "Whisper inference failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Both are model-specific load failures, but for different models and different failure reasons." + "reason": "Both are model-loading complaints, but they concern different models and different failure modes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are unrelated breakages." + "reason": "Different compatibility regressions: Torch 2.10 incompatibility vs a pydantic/PretrainedConfig break." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention torch/distributed compatibility, but one is DeepSpeed zero3/Bert and the other is a specific torch 2.4.1 vs transformers 5.8.0 incompatibility." + "reason": "Different versioning problems with different symptoms; one is a ZeRO-3 index error, the other a torch/transformers incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA runtime crash are different bugs." + "reason": "Detokenization regression and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading issue vs pydantic model field regression are unrelated." + "reason": "Whisper model runtime failure is unrelated to the pydantic config regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat model crash and the other is a streaming chat/completions API failure." + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming chat/completions API failure; different code paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different bugs: init_empty_weights TypeError vs table-question-answering crash." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Both are model/config issues, but one is sliding_window_pattern and the other is device_map forward mismatch." + "reason": "Unrelated model-running issue vs task crash." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Weight-tying bug in Mistral3 is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime failures: Qwen3.5 streaming API vs MPS histogram not implemented for Int." + "reason": "Qwen streaming inference and MPS histogram integer support are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing vs MPS histogram op support." + "reason": "Different models, different operators, and different backends; no shared concrete bug." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral is not the same as an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Both mention MoE and numeric issues, but one is grouped_mm tracing and the other is an autocast dtype mismatch; not the same bug." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to the template node compile error." + "reason": "Different failures in different training/loading contexts; no strong evidence of a shared root cause." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window_pattern attribute error are different problems." + "reason": "Import path regression for GenerationMixin vs Gemma3 sliding_window_pattern attribute error; unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/distributed compatibility and Gemma4 device mismatch are separate issues." + "reason": "General torch/transformers compatibility issue vs a Gemma4 device placement bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Same generic IndexError shape family, but one is a mask/index mismatch and the other is a zero-sized tensor during Gemma3 loading; not enough evidence they are the same bug." + "reason": "Both are Zero-3/IndexError themed, but the exact error and trigger differ." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Failed PaddleOCR-VL loading and GGUF gpt-oss support are distinct model-support requests." + "reason": "Different model families and different loading problems; one is PaddleOCR-VL in vLLM, the other is GGUF gpt-oss support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to the PretrainedConfig pydantic field issue." + "reason": "Different config-field regressions; no evidence they are the same defect." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are runtime errors, but one is a mask/tensor shape mismatch and the other is a Qwen3.5 embedding unpacking failure with TRL." - }, - { - "left": "issue:43541", - "right": "issue:45161", - "accept": false, - "reason": "Mixtral grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different concrete code paths." + "reason": "Mask shape mismatch vs embedding unpacking failure are distinct bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM under v5 is unrelated to tied-weights translation-model behavior." + "reason": "Both are v5 regressions, but one is int4 memory/OOM and the other is tied-weights translation behavior; not the same fix." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is different from a Qwen3.5 streaming inference/API failure." + "reason": "Autocast dtype mismatch is unrelated to Qwen3.5 streaming API failures." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different bug from the pydantic PretrainedConfig field breakage." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different breakage than the pydantic PretrainedConfig field issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference failures are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming errors are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and pydantic PretrainedConfig regression are not the same bug." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a pydantic config regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch 2.4.1 compatibility are different causes and fixes." + "reason": "Both are version-regression reports, but they affect different compatibility boundaries and code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45812 vs issue:45920, is well supported by the shared AutoTokenizer wrong-token-ID v5 regression, with 45920 clearly the broader report. The remaining soft-edge rejections are appropriately cautious and do not overstate evidence." + "feedback": "The summary is grounded in the packet: issue 45920 is the clearest umbrella tokenizer regression, and the only explicitly duplicate-looking pair in the packet is 45812/45920. The soft-edge verdicts are conservative and avoid overstating weak similarity. No PR pairs were present to validate mergeability." }, "evaluator_used": true, "retried": false, @@ -907,15 +955,15 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 3, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:36331", "issue:39186", @@ -932,7 +980,6 @@ "issue:43645", "issue:43716", "issue:43828", - "issue:43866", "issue:43872", "issue:43873", "issue:43950", @@ -940,7 +987,6 @@ "issue:43994", "issue:44292", "issue:44360", - "issue:44403", "issue:44479", "issue:44492", "issue:44512", @@ -964,7 +1010,8 @@ "issue:45920", "issue:46294", "issue:46463", - "issue:46489" + "issue:46489", + "issue:46491" ], "soft_pairs": [ "issue:43716|issue:46294", @@ -983,8 +1030,9 @@ "issue:42915|issue:45399", "issue:44530|issue:45005", "issue:43873|issue:45005", - "issue:45183|issue:46463", "issue:44360|issue:44512", + "issue:45183|issue:46463", + "issue:46489|issue:46491", "issue:44863|issue:45005", "issue:44918|issue:45507", "issue:44492|issue:44512", @@ -993,242 +1041,241 @@ "issue:43950|issue:44534", "issue:39692|issue:43054", "issue:43644|issue:43950", - "issue:43828|issue:44928", "issue:36331|issue:41762", - "issue:45920|issue:46489", + "issue:43828|issue:44928", "issue:43872|issue:44589", - "issue:43950|issue:45902", - "issue:43866|issue:44403" + "issue:45920|issue:46489", + "issue:43950|issue:45902" ], - "prepared_review_unit_hash": "50f9afab85226c087732f33bb80d721acd3b5bb7f7abd1c4bd027eeb5474b587", + "prepared_review_unit_hash": "370f029876f051fe5ac79ffa765debaf38aec787aa13eee1cd0a2b0bd22b20e5", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37338, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "serialized_chars": 36860, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with two clear duplicate pockets: the non-persistent-buffer corruption regression around Transformers v5, and a likely Qwen3.5 video-input regression. Most other pairs are only superficially similar and should stay separate.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression and cleanly subsumes the near-duplicate reports in 43644 and 44534.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate family is the v5 non-persistent-buffer corruption regression; a few other pairs are superficially similar but don\u2019t look like the same concrete bug from titles alone.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43950 is the cleanest anchor for the non-persistent-buffer regression because it explicitly names from_pretrained and register_buffer(persistent=False) corruption; issue:44534 is a close wording variant, but 43950 is more diagnostic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest canonical issue candidate: specific, regression-focused, and directly supported by duplicate-like reports with nearly identical symptoms.", + "best_issue_reason": "issue:43950 is the strongest representative of the core duplicate family, since it isolates the exact regression mechanism and symptom rather than a broader paraphrase.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different models and different failure modes: image preprocessor/model dtype mismatch vs video-feature/token count mismatch." + "reason": "Different model paths and different failures: image-preprocessor dtype mismatch vs video chat-template token/feature mismatch." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Unrelated runtime errors: torch-dynamo grouped_mm tracing vs missing Float8 storage object." + "reason": "Unrelated runtime errors in different code paths; only a broad model-execution context is shared." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Same Qwen3.5 video-input regression: both describe video feature/token mismatch on the same multimodal path." + "accept": false, + "reason": "Both involve Qwen video input, but the concrete bugs differ: broad v5.3.0 regression vs chat_template feature/token mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors with ZeRO-3, but the concrete failures differ (mask shape mismatch vs size-0 out-of-bounds)." + "reason": "Both are index/shape errors with ZeRO-3-style workflows, but the specific failures and model paths differ." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is an embedding-quality complaint and the other is a broader AutoModel/pipeline output issue." + "reason": "Both concern SigLIP2 behavior, but one is text-embedding degradation and the other is nonsensical AutoModel/pipeline output; not enough to call them the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen3.5 multimodal bugs: text_config unwrapping vs uninitialized rotary embedding state after materialization." + "reason": "Different subsystems: multimodal config unwrapping vs non-persistent buffer materialization/uninitialized memory." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "No common bug: TensorBoard/TensorFlow backend detection vs a torch/transformers version compatibility issue." + "reason": "Unrelated environment/version issues; no shared code-path bug." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Both touch Qwen-like multimodal/text handling, but one is image dtype mismatch and the other is an embedding-unpacking/TRL issue." + "reason": "Different modalities and failures: image dtype mismatch vs TRL SFT embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different concrete failures: FSDP weight dimensionality vs Qwen3.5 embedding unpacking in SFT training." + "reason": "Both mention training/runtime problems, but the reported errors and model stacks are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Related to custom-module loading, but one is a cache-path collision and the other is wrong module selection after save_pretrained." + "reason": "Both involve custom/loading behavior, but one is a cache-path collision and the other is wrong module loading after save/load; not the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Different root causes: custom model initialization in notebooks vs flash-attn fallback gating." + "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a missing lm_head tie in a specific model and the other is a broader translation-model v5 issue." + "reason": "Related to tied weights in a broad sense, but the model families and concrete failures are different." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "No duplicate evidence; extremely high perplexity on gpt-oss is unrelated to the GLM5 issue." + "reason": "Different models and symptoms; both are quality/performance reports, not the same underlying bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 failure vs flash-attn fallback being blocked by other checks." + "reason": "FP8 config failure vs flash-attn fallback gating are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Different bugs: PagedAttentionCache linear_attention rejection vs tied-weights regression." + "reason": "PagedAttentionCache/group-type crash is unrelated to tied-weight behavior." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to translation-model weight tying." + "reason": "Quantization/offloading behavior is unrelated to tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A code/algorithm discussion issue and a documentation typo are not duplicates." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Both are validation-message issues, but they target different model families and different input checks." + "reason": "They live in the same input-validation/error-message area, but titles alone do not establish the same concrete bug; this could be a separate model-family-specific messaging issue." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "DSA indexer discussion is unrelated to a docs-only change about the removed run command." + "reason": "Both are tokenizer regressions, but they affect different models and describe different concrete round-trip/encoding failures." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is a different bug from translation-model tied weights." + "reason": "Model checkpoint loading failure vs tied-weight issue are unrelated." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different bugs: SFT embedding unpacking vs GraniteMoEHybrid calling an invalid method." + "reason": "Different model families and different failure modes." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to the removed transformers run command docs issue." + "reason": "A typo and a removed-command docs issue are separate documentation problems." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different tokenizer/runtime bugs: deepseek-coder detokenization vs Qwen-3-8B-NVFP4 execution failure." + "reason": "Different models and different tokenizer/runtime failures." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared concrete code path; NVFP4 runtime error is unrelated to GraniteMoEHybrid's invalid method call." + "reason": "No shared code-path or symptom." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: non-persistent buffers are corrupted/junk-filled during Transformers v5 loading." + "reason": "These describe the same non-persistent-buffer corruption regression in v5, just with different wording." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors are a different problem from the text-embedding quality regression." + "reason": "Docs example errors are not the same bug as the observed SigLIP2 embedding quality issue." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same bug: v5 causes non-persistent buffers to be filled/corrupted instead of preserved." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Both involve dtype/numerics, but one is an autocast dtype mismatch and the other is an RLHF gradient-explosion/SDPA fallback problem." + "reason": "Same underlying v5 regression: non-persistent buffers are corrupted or junk-filled on load/materialization." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: unexpected compute_loss kwarg vs out-of-bounds loading under ZeRO-3." + "reason": "Different trainer API mismatch vs ZeRO-3 initialization index error." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "Tokenization regressions, but the affected models and symptoms are different enough that they do not look like one bug." + "reason": "Both mention dtype/precision issues, but the concrete mechanisms and failures differ substantially." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Distinct bitsandbytes/storage issues with different error signatures and code paths." + "reason": "Bitsandbytes constructor incompatibility vs missing Float8 storage object are unrelated." }, { - "left": "issue:43950", - "right": "issue:45902", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Non-persistent-buffer corruption is unrelated to Qwen3.5 rotary embedding memory initialization." + "reason": "Broad tokenizer regression across many models vs a DeepSeek-Coder v1-specific detokenization problem; not enough evidence they are the same bug." }, { - "left": "issue:43866", - "right": "issue:44403", + "left": "issue:43950", + "right": "issue:45902", "accept": false, - "reason": "Checkpoint corruption and noisy load output are not the same underlying issue." + "reason": "Both involve buffers/state, but one is non-persistent-buffer corruption and the other is uninitialized rotary embedding memory after to_empty materialization." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The canonical issue choice for the non-persistent-buffer regression is well supported by the packet, and the false soft-edge rejections are conservative. The Qwen3.5 video-input pair is plausible from the titles, though it would be safest to describe it as a likely related regression rather than a proven duplicate." + "accept": false, + "feedback": "The cluster summary is mostly conservative, but I can\u2019t accept the canonical/best-issue rationale as written. Issue 43950 is clearly in the non-persistent-buffer regression family, but the packet does not support calling it the \u201cbroadest\u201d title in that subtopic; issue 44534 is at least as broad or broader on its face. So the selection is plausible, but the justification overstates the evidence. The 45183/46463 pair also reads as a plausible duplicate rather than something firmly established without more body evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1236,16 +1283,18 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 4, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:24643", + "issue:28530", "issue:38175", "issue:41553", "issue:41762", @@ -1259,21 +1308,19 @@ "issue:43742", "issue:43782", "issue:43824", - "issue:43827", "issue:43828", "issue:43856", + "issue:43866", "issue:43872", "issue:43881", "issue:43883", "issue:43950", "issue:43975", - "issue:44291", "issue:44368", "issue:44387", "issue:44403", "issue:44451", "issue:44488", - "issue:44509", "issue:44661", "issue:44910", "issue:44960", @@ -1295,6 +1342,7 @@ "issue:46489" ], "soft_pairs": [ + "issue:43866|issue:44403", "issue:38175|issue:43054", "issue:41553|issue:43883", "issue:43054|issue:45701", @@ -1303,6 +1351,7 @@ "issue:42947|issue:44387", "issue:41553|issue:43881", "issue:44403|issue:44451", + "issue:24643|issue:28530", "issue:43054|issue:43493", "issue:43975|issue:45520", "issue:44403|issue:44488", @@ -1315,143 +1364,152 @@ "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:42491|issue:44368", "issue:43828|issue:45823", + "issue:42491|issue:44368", "issue:45081|issue:45399", - "issue:45488|issue:46489", "issue:45715|issue:46315", + "issue:45488|issue:46489", "issue:43782|issue:44960", "issue:45020|issue:45356", "issue:43742|issue:45399", - "issue:43404|issue:43950", - "issue:43827|issue:44509", - "issue:42915|issue:43872", - "issue:43872|issue:44291" + "issue:43404|issue:43950" ], - "prepared_review_unit_hash": "4ddcbadbe41c210843ac17d60085ba3b8cb095502d2853f3ff21f83b093a648b", + "prepared_review_unit_hash": "9019cca142b470fc62facbe5862d43d0114dbd7395a4d93828328526170724d3", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 37173, - "estimated_input_tokens": 9294, - "estimated_eval_tokens": 18844 + "soft_pair_count": 31, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still mostly a mix of unrelated Transformers regressions. The docs/pipeline deprecation pair is a clear duplicate, while the DeepSeek tokenizer pair is related but not evidenced strongly enough here to call a duplicate with confidence.", - "confidence": 0.8, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of model-specific loading/tokenization/memory regressions, not true duplicates. The soft-similarity pairs share broad themes but not the same concrete bug path, so I reject them all.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: it frames a general v5 regression breaking remote_code-based model loading, which is closer to the overall theme than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44509 is the clearest representative of the confirmed docs duplicate pair because it directly captures the v5 pipeline-task removal mismatch in docs.", + "best_issue_reason": "issue:45020 is the best representative issue because it is the most general user-facing regression and can contextualize several of the narrower loading/tokenizer complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated symptoms: corrupted checkpoint vs loading noise. No shared code path." + }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same broad model family, but the symptoms and underlying failure modes differ." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an embedding-quality discrepancy; not the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Tokenizer loading error messaging and a tied-weights attribute error are unrelated." + "reason": "Different model families and failure modes: bad tokenizer error message vs missing all_tied_weights_keys." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 quality regression; the other is a broad tokenizer-version complaint." + "reason": "One is a SigLIP2 model-quality issue, the other is a general tokenization-version change report." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5, but they hit different code paths and different failures." + "reason": "Different mechanisms: flash-attn packed-sequence/position_ids crash vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model families and different bugs." + "reason": "Both are Gemma/Qwen-style training issues, but one is an FSDP2 shared_kv_states bug and the other is a meta->to_empty buffer materialization bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient-checkpointing/LoRA ineffectiveness is not the same as int4 reserved-memory growth." + "reason": "PEFT gradient checkpointing inefficiency and int4 reserved-memory regression are separate performance issues." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "A Voxtral tokenizer message issue and a glm-4v-9b load failure are not the same bug." + "reason": "Different models and unrelated load failures; only the generic 'loading failed' theme matches." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Logging noise is unrelated to a specific model load failure." + "reason": "Generic loading noise vs inability to load a specific model; no evidence they stem from the same defect." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight-shape RuntimeError and early-stopping metric mismatch are unrelated." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but they describe different problems without enough evidence of one root cause." + "reason": "Related to SigLIP2, but one reports worse embeddings and the other an HF-vs-JAX discrepancy; not enough to treat as the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and a Python 3.13 import error are different code paths." + "reason": "Tokenizer detokenization bug and Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Unnecessary noise and a concrete load failure are not the same issue." + "reason": "Both are loading complaints, but one is generic noise and the other is a specific model load failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "These are different performance/memory complaints with different mechanisms." + "reason": "Different MoE-related performance issues: gradient checkpointing vs memory usage under training." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "A missing-fields bug in AutoConfig is not the same as a broader remote_code regression umbrella." + "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is broad model loading regressions; related theme, not same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FineGrainedFP8 failures are unrelated." + "reason": "Both involve loading on special runtimes, but Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are distinct code paths." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support and Gemma4 device placement are different issues." + "reason": "MPS histogram integer error and Gemma4 device mismatch are different backend/model issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo tied-weights error do not match." + "reason": "Both are load failures, but one is glm-4v-9b and the other is Molmo attribute error; no shared root cause." }, { "left": "issue:44991", @@ -1463,112 +1521,101 @@ "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Model import failure and bitsandbytes constructor incompatibility are different bugs." + "reason": "ImportError for a model class and bitsandbytes Int8Params incompatibility are separate problems." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code breakage and Gemma4 PLE device mismatch are not the same concrete failure." + "reason": "General remote_code loading regressions do not match a Gemma4 device-map forward mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model-registration helper failure is separate from the remote_code regression umbrella." + "reason": "Tokenizer mapping-name failure and remote_code loading regression are different failure points." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "LoRA compatibility on Qwen3 MoE is not the same as the tie_word_embeddings warning." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Autocast dtype mismatch and device mismatch are different failure modes." + "reason": "Both reference Qwen3/Qwen3.5 LoRA usage, but one is a version-compatibility bug and the other is a warning about tie_word_embeddings." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." + "reason": "Tokenizer regex crash and flash-attn fallback blocking are different subsystems." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Both mention DeepSeek tokenizer regressions in v5, but the packet does not establish the same root cause or a direct follow-up relationship." + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other convert_tokens_to_ids; different hot paths." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:45488", + "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different APIs and hot paths." + "reason": "Both involve DeepSeek tokenization, but the reported root causes differ: tokenizer pre-tokenizer override vs a v5 detokenization regression." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading and GLM5 loading are unrelated." + "reason": "Qwen3VL weight_only loading error and a standalone GLM5 issue are unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code breakage and a Kimi-K2.5 tokenizer regression are different bugs." + "reason": "Broad remote_code loading regression vs a specific Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; different concrete bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback checks do not match." + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated failures." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied-weights/model-state bug and non-persistent buffer corruption are different loader issues." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs regression: stale references to pipeline tasks removed in v5." + "reason": "Missing lm_head tying in Mistral3 and non-persistent buffer corruption are distinct state-loading bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering summary is mostly grounded, but one soft-edge acceptance is a bit too assertive: issue:45488 vs issue:46489. The packet only shows both are DeepSeek-tokenizer regressions in v5, while the claim that 46489 is a follow-up gap in 45488/PR #44801 is not directly supported by the packet. That makes the duplicate verdict less conservative than requested. The docs pair issue:43827 vs issue:44509 looks solid, but the summary\u2019s claim that there are only two true duplicates is stronger than the packet fully justifies." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 5, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:24643", "issue:30064", - "issue:36010", "issue:36331", "issue:41093", "issue:41553", - "issue:42617", "issue:42915", "issue:42947", "issue:43257", @@ -1579,15 +1626,17 @@ "issue:43646", "issue:43716", "issue:43792", - "issue:43824", + "issue:43827", "issue:43828", "issue:43854", + "issue:43872", "issue:43940", "issue:43950", - "issue:43957", "issue:44220", + "issue:44291", "issue:44479", "issue:44488", + "issue:44509", "issue:44530", "issue:44560", "issue:44589", @@ -1612,7 +1661,10 @@ "issue:46489" ], "soft_pairs": [ + "issue:43827|issue:44509", "issue:43792|issue:44220", + "issue:42915|issue:43872", + "issue:43872|issue:44291", "issue:42947|issue:45923", "issue:41553|issue:44991", "issue:36331|issue:41093", @@ -1620,8 +1672,8 @@ "issue:43257|issue:45305", "issue:43854|issue:44863", "issue:44928|issue:45588", - "issue:41093|issue:44805", "issue:44479|issue:44560", + "issue:41093|issue:44805", "issue:41553|issue:44488", "issue:44863|issue:46402", "issue:24643|issue:30064", @@ -1637,226 +1689,234 @@ "issue:43645|issue:43646", "issue:43550|issue:44910", "issue:45812|issue:46489", - "issue:44560|issue:44918", - "issue:42915|issue:43957", - "issue:43824|issue:43957", - "issue:42617|issue:43366", - "issue:36010|issue:42915" + "issue:44560|issue:44918" ], - "prepared_review_unit_hash": "bbeddea07170844fd5b6919cb7cab703fab65a337e3a15270c10ff3731bacbdc", + "prepared_review_unit_hash": "63eee3e75887a09fbc60393e5c89a67d70ad27081c5c7f3d5bebd95c85dd4a29", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36810, - "estimated_input_tokens": 9203, - "estimated_eval_tokens": 18662 + "soft_pair_count": 29, + "serialized_chars": 36648, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and only a few pairs look like true duplicates. The clearest matches are the identical mask-shape error, the two Transformers 5.0 custom-model init regressions, and a couple of Qwen/Whisper/video-loading variants that likely share the same underlying code path.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue for the whole cluster: it splits into several unrelated subclusters, with only a few clear duplicate pairs.", + "summary": "Mostly distinct issues; only a few soft pairs look like true duplicates, centered on Transformers 5.x custom-model init and the `_is_hf_initialized` constructor regression, plus the v5 docs pipeline cleanup.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43872 is the strongest canonical bug report: it names a concrete, reproducible bitsandbytes incompatibility and matches the follow-up report about the same unexpected `_is_hf_initialized` constructor argument.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out. If forced to pick a representative, 44479 is the strongest subcluster anchor because it describes a broad, explicit regression across several Qwen VL variants.", + "best_issue_reason": "Issue 43872 is the best overall anchor because it isolates a clear root cause, has direct duplicate evidence, and is more actionable than the broader symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both describe the same v5 documentation cleanup: obsolete pipeline tasks still referenced in docs." + }, { "left": "issue:43792", "right": "issue:44220", + "accept": false, + "reason": "Related Whisper/fbank area, but the titles do not establish the same concrete bug or code path." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 behavior vs a bitsandbytes initialization incompatibility." + }, + { + "left": "issue:43872", + "right": "issue:44291", "accept": true, - "reason": "Likely the same audio preprocessing bug: Whisper failing to run points to the broken fbank extraction helper." + "reason": "Same `_is_hf_initialized`-related constructor regression, just reported through different loading paths." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a LoRA behavior bug and the other is a missing model flag; different code paths." + "reason": "Both touch gradient checkpointing, but they are different models and different failure modes." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but for different models and symptoms; not the same underlying bug." + "reason": "Both are tokenizer-loading problems, but for different models and with different symptoms." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unrelated failures: compute_loss keyword mismatch vs a tensor/mask shape mismatch." + "reason": "Unrelated: custom `compute_loss` signature mismatch vs an index/mask shape error." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures on related Qwen model variants; a shared fix could plausibly address both." + "accept": false, + "reason": "Both are DeepSpeed weight-loading issues, but the affected models and missing-weight patterns differ." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "One is weight conversion/loading under accelerate+deepspeed, the other is gradient averaging with GAS; different bugs." + "reason": "Different bugs: missing Qwen3 MOE weight conversion vs incorrect gradient averaging with GAS." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading issues, but for different architectures and different failure modes." + "reason": "Different model families and different load failures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "One is a Qwen3.5 training instability from 3D position_ids; the other is a flash-attention AttributeError on sink-less models." - }, - { - "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "The error title is the same mask/tensor shape mismatch; these look like the same underlying bug." + "reason": "Different subsystems and symptoms; no shared concrete code-path bug is evident." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both are video-input regressions in Qwen VL variants on 5.3.0 and likely share the same broken video path." + "accept": false, + "reason": "Both involve video inputs, but they affect different model families and failure modes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same generic mask/tensor error text, but not enough evidence that the underlying bug is the same." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both involve tokenizer/model loading complaints, but the models and failure descriptions differ." + "reason": "Both are model/tokenizer load issues, but they concern different models and likely different root causes." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model-loading bugs for different model families; no shared concrete failure shown." + "reason": "Both are checkpoint-loading complaints, but they are about different models and different loader behavior." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed vs void segmentation-map image processing are unrelated." + "reason": "Completely different topics: DeepSpeed training error vs segmentation-map preprocessing." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttention cache/group-type crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a torch.autocast dtype mismatch on Phi-tiny-MoE are different problems." + "reason": "Different model support issues with no shared code-path bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position embedding code, but one is rope scaling and the other is uninitialized memory after meta materialization." + "reason": "Different regressions: video rope index scaling vs uninitialized rotary embedding memory." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states corruption and device_map auto mismatch are distinct forward-pass bugs." + "reason": "Both involve Gemma4, but one is an FSDP2 attention state bug and the other is a device-map mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to the Qwen3-MoE sliding_window issue." + "reason": "Unrelated model-support vs sliding-window behavior issues." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal regressions: image-preprocessor dtype mismatch vs a video StopIteration error." + "reason": "Different multimedia bugs affecting different model families." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to the Kosmos2.5 OCR index error." + "reason": "Non-persistent buffer regression and Kosmos2.5 OCR indexing are unrelated." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and missing Float8 storage are unrelated." + "reason": "Different model-support issue vs missing Float8 storage type." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration and an MPS histogram not implemented error are unrelated." + "reason": "Different failures: video StopIteration vs MPS int histogram limitation." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These are the same custom-model initialization regression, with the Jupyter notebook report being a narrower instance." + "reason": "These read as the same Transformers 5.0 custom-model initialization regression, with one report adding the Jupyter-specific reproduction." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "torch.compile/SDPA failure on Bamba is unrelated to the Qwen3.5 flash-attention position_ids crash." + "reason": "Different bugs in different models: SDPA/torch.compile vs flash-attention position_ids handling." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-output regressions, but they affect different model families and likely different code paths." + "reason": "Both tokenizer regressions, but for different model families and likely different fixes." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video StopIteration and TRL SFT unpacking of Qwen3.5 embeddings are different failures." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "FineGrainedFP8Config failure and meta-device loading failure are separate initialization bugs." + "reason": "Both are Qwen3.5 video/input issues, but one is a video StopIteration regression and the other is embedding unpacking with TRL." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43854", + "right": "issue:44488", "accept": false, - "reason": "Importing a missing class is not the same as model loading breaking on meta-device materialization." + "reason": "Different load failures for different model families." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:43940", + "right": "issue:45834", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "Different problems and different models; no duplicate evidence." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44910", + "right": "issue:44918", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 config failure are unrelated." + "reason": "Both concern Qwen3.5, but one is flash-attention memory access and the other is TRL embedding unpacking." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is cautious and grounded in the packet. The cluster is correctly described as heterogeneous, and the accepted soft-edge pairs are mostly conservative based on near-identical titles or clearly related regression reports. No pair is overstated beyond the available evidence." + "feedback": "The conclusions are well grounded in the packet and the soft-edge decisions are appropriately conservative. The accepted pairs are strongly title-aligned, and the rejected pairs avoid overclaiming despite superficial similarity. The canonical/anchor choice on issue 43872 is reasonable given the exact `_is_hf_initialized` constructor error match with 44291." }, "evaluator_used": true, "retried": false, @@ -1867,23 +1927,26 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 6, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:36010", "issue:38175", "issue:39692", "issue:41720", "issue:42491", + "issue:42617", "issue:42915", "issue:43257", "issue:43317", + "issue:43366", "issue:43596", "issue:43632", "issue:43638", @@ -1891,10 +1954,12 @@ "issue:43645", "issue:43708", "issue:43720", + "issue:43824", "issue:43854", "issue:43856", "issue:43873", "issue:43931", + "issue:43957", "issue:43994", "issue:44075", "issue:44155", @@ -1907,31 +1972,30 @@ "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:45488", "issue:45507", "issue:45584", - "issue:45588", "issue:45812", "issue:45823", "issue:45834", "issue:46468" ], "soft_pairs": [ + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:38175|issue:43994", - "issue:44155|issue:45584", "issue:43632|issue:45834", + "issue:44155|issue:45584", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44877|issue:45030", @@ -1940,262 +2004,251 @@ "issue:38175|issue:39692", "issue:42491|issue:43720", "issue:41720|issue:42915", - "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:45313|issue:45357", - "issue:42915|issue:44756", + "issue:44960|issue:44977", "issue:42491|issue:45276", + "issue:42915|issue:44756", "issue:43644|issue:44534", "issue:45507|issue:46468", - "issue:43708|issue:44075", "issue:39692|issue:43994", + "issue:43708|issue:44075", "issue:43856|issue:43873", + "issue:43644|issue:43645", "issue:43854|issue:43931", "issue:43856|issue:44387", - "issue:43644|issue:43645", "issue:43257|issue:43854", - "issue:45488|issue:45812", - "issue:42491|issue:45292", - "issue:42491|issue:43931", - "issue:44488|issue:44991", - "issue:45276|issue:45335", - "issue:44910|issue:45588" + "issue:45488|issue:45812" ], - "prepared_review_unit_hash": "f1effc428ab0fa7f259d0568bfe4726ee4c4be7c5398f3da149cd380c89306a3", + "prepared_review_unit_hash": "d3099fe285be55a0d676d4f74ac36cebf51b82116eedf8e51be3d799d5203722", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37468, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "soft_pair_count": 32, + "serialized_chars": 37088, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not one single bug cluster; it contains a few clear duplicate pairs plus many unrelated issues. The strongest duplicate pairs are the Transformers v5 non-persistent-buffer regression, the SigLIP2 bad-output regression, and the ScandiBERT/sleng-bert loading regression.", - "confidence": 0.68, - "canonical_issue_reason": "issue:44534 is the clearest and most general representative of the exact duplicate pair about the Transformers v5 non-persistent-buffer corruption regression.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair around the v5 non-persistent-buffer junk issue and one likely duplicate SigLIP2 output-regression pair; the remaining items look like distinct bugs or regressions in different code paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the strongest canonical anchor for the non-persistent-buffer corruption reports: it directly describes the v5 junk-buffer symptom, and issue:44534 is the closest near-duplicate with the same bug wording. I would treat this as the best match for that subgroup, not as an exact title-level duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the best issue to anchor the cluster because it names the concrete regression directly and matches an exact duplicate title variant.", + "best_issue_reason": "issue:43644 is the best representative issue in this set because it cleanly captures a concrete, narrowly scoped regression and sits at the center of the closest duplicate pair in the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and meta-device loading breakage are different problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure is unrelated to generic meta-device loading." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import-path breakage is unrelated to Qwen3MoE FP8 loading." + }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different bugs: tokenizer-mapping logic vs Gemma4 device mismatch during forward." + "reason": "Tokenizer-mapping bug and Gemma4 device-mismatch bug are not the same failure." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Unrelated failures: Qwen3-VL video StopIteration vs a mask shape IndexError." + "reason": "Video StopIteration and mask/tensor shape mismatch are distinct errors." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 bad-output symptom on the same model; one report is just a more general phrasing of the other." + "reason": "Both report broken outputs for the same siglip2-base-patch16-224 model and look like the same underlying regression." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Different audio/Whisper failure modes and code paths." + "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-input index errors." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Transformer v5 init-flag regression vs a Kosmos2.5 long-input indexing bug." + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are separate bugs." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different issues: ZeRO-3/Bert zero-sized tensor indexing vs tokenizer mapping behavior." + "reason": "DeepSpeed Bert index error is not the same as the tokenizer-mapping failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "BertModel ZeRO-3 index error is unrelated to tokenizer mapping selection." + "reason": "Another Bert ZeRO-3 initialization error; different bug from add-new-model-like failing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-load regressions, but they point to different model-specific validation failures and are not clearly the same underlying bug." + "reason": "Both are config-loading regressions, but the model targets and failure modes differ too much to merge." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared code path; tokenizer-mapping bug vs mask/tensor shape mismatch." + "reason": "Tokenizer-mapping edge case is unrelated to the mask-index IndexError." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different memory/offload problems: device_map loading on offload vs mmap OOM on Strix Halo." + "reason": "Dequantized offload loading and Strix Halo mmap OOM are different issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is bad outputs and the other is a docs/example mismatch plus quantization failure." + "reason": "Same model family, but docs-example errors and output-corruption symptoms are not clearly one bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different loading regressions: Qwen3 MoE hf4.x/hf5.x incompatibility vs BitNet packed-weight unpacking." + "reason": "Qwen3 MoE LoRA incompatibility is unrelated to BitNet packed-weight unpacking." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but the failure modes are different (device-map cuda assert vs FineGrainedFP8Config)." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "Different model families and different flash-attention symptoms." + "reason": "CUDA assert under auto device mapping is not the same as the Qwen3MoE FP8 failure." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report the same tokenizer/model loading regression for closely related BERT models in the current version." + "accept": false, + "reason": "Both are model-loading failures, but they involve different BERT models and different root causes." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different regressions: ZeRO-3 language_model weight loading vs incorrect visual-encoder keys on save_pretrained." + "reason": "ZeRO-3 language_model weight loading and visual-encoder save_pretrained keys are unrelated." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Unrelated issues: Qwen3Moe FP8 failure vs Strix Halo mmap OOM." + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are distinct regressions." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different bugs: Qwen3 MoE hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation." + "reason": "LoRA reuse on hf5.x and Gemma4 embedding resize behavior are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3MoE FP8 loading and mmap/OOM behavior are not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same regression wording and same underlying bug: Transformers v5 fills non-persistent buffers with junk." + "reason": "Near-duplicate pair: same v5 non-persistent-buffer corruption symptom and essentially the same report." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different model-specific failures; no clear shared root cause." + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage do not share a concrete code path." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Trainer checkpoint math bug vs optimizer argument handling." + "reason": "Docs-example/model-processor mismatch and general bad inference output are related only at a very broad model-family level." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Related model family, but docs example problems are not the same as the nonsensical-output regression." + "reason": "Checkpoint-resume max_steps bug is unrelated to SGD argument handling." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different performance/offloading problems in Qwen3 MoE vs quantized offload behavior." + "reason": "Training memory inefficiency and quantization offloading behavior are not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Buffer initialization regression and Jupyter custom-model initialization breakage are different bugs." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures with different models and failure signatures." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL shape mismatch are separate model-specific problems." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different resource issues: MoE training memory usage vs int4 quantization reserved-memory OOM." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Both are Transformer v5 regressions, but one is buffer initialization and the other is custom-model/Jupyter initialization." + "reason": "General memory inefficiency and int4 reserved-memory OOM are related only broadly, not one concrete bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and different load paths (accelerate+deepspeed vs unit-test load failure)." + "reason": "Qwen3 MOE accelerate/deepspeed conversion and GLM-4.7-Flash unit-test loading are unrelated." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and model families; not clearly the same bug." - }, - { - "left": "issue:42491", - "right": "issue:45292", - "accept": false, - "reason": "Unrelated: Qwen3 MoE migration issue vs resize_token_embeddings not updating output embeddings." - }, - { - "left": "issue:42491", - "right": "issue:43931", - "accept": false, - "reason": "Different model-loading failures with different symptoms and models." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Different tokenizer/load regressions affecting different models." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": false, - "reason": "Similar API name, but different model architectures and different affected submodules; not clearly the same concrete bug." - }, - { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Different flash-attention crashes with different root causes and model contexts." + "reason": "Tokenizer regression and Granite AutoTokenizer regression hit different tokenizer paths and model families." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The accepted soft edges are limited to pairs that are plausibly duplicates from the titles/body themes (notably the exact Transformers v5 buffer regression and the two loading/bad-output report pairs), while the rejected pairs avoid overclaiming shared root cause. No soft-edge verdict appears overstated enough to reject this result." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the canonical anchor rationale overstates the evidence. `issue:43644` and `issue:44534` are very close matches, but not an exact title-level duplicate, and the claim that 43644 has the \"clearer discussion trail\" is not supported by the packet (discussion activity is comparable). Please soften that to a near-duplicate / strongest match claim rather than asserting exact duplication or stronger evidence than is present." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2203,32 +2256,30 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 7, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:36010", "issue:39404", "issue:39692", "issue:41720", + "issue:42491", "issue:42947", "issue:43335", "issue:43381", "issue:43404", "issue:43425", "issue:43454", - "issue:43645", - "issue:43646", - "issue:43708", - "issue:43828", "issue:43854", "issue:43873", + "issue:43931", "issue:43957", "issue:44155", "issue:44164", @@ -2241,9 +2292,11 @@ "issue:44756", "issue:44863", "issue:44877", + "issue:44910", "issue:44912", "issue:44928", "issue:44960", + "issue:44991", "issue:45216", "issue:45276", "issue:45292", @@ -2263,8 +2316,13 @@ "issue:46468" ], "soft_pairs": [ - "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:44910|issue:45588", "issue:44164|issue:44291", + "issue:45362|issue:45406", "issue:43404|issue:43454", "issue:43425|issue:43957", "issue:39692|issue:44960", @@ -2281,254 +2339,250 @@ "issue:44387|issue:44756", "issue:43335|issue:45663", "issue:42947|issue:43381", - "issue:45685|issue:46468", - "issue:44863|issue:46468", "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", "issue:43854|issue:45216", + "issue:45684|issue:45698", "issue:44479|issue:44877", - "issue:44164|issue:44756", "issue:43381|issue:44928", - "issue:45684|issue:45698", + "issue:44164|issue:44756", "issue:43957|issue:44756", "issue:45588|issue:45663", - "issue:41720|issue:44155", - "issue:43646|issue:43708", - "issue:45292|issue:45335", - "issue:43828|issue:43957", - "issue:43645|issue:44164" + "issue:41720|issue:44155" ], - "prepared_review_unit_hash": "db58b67d4a1e0d95e2b183e86b50c729fbe0d91c11713ab76de4b54b42400f30", + "prepared_review_unit_hash": "501e59994b0f8359ba04983773d45edf260e1187ee9b4bd146f445cd1abc19ed", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37649, - "estimated_input_tokens": 9413, - "estimated_eval_tokens": 19082 + "soft_pair_count": 34, + "serialized_chars": 37962, + "estimated_input_tokens": 9491, + "estimated_eval_tokens": 19238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose set of unrelated issues, with a few tight duplicate-like subgroups around resize_token_embeddings/output_embeddings and lm_head weight tying.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45292 is the best umbrella issue for the resize_token_embeddings/output_embeddings regression; its wording is the most general and matches the Gemma4 and t5gemma variants.", + "summary": "Mostly unrelated Transformers bug reports; only the resize_token_embeddings/output_embeddings regression pair looks like a true duplicate cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings/output_embeddings regression, while issue:45276 appears to be a Gemma4-specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest overall representative because it captures the shared bug across multiple model-specific reports in the same code path.", + "best_issue_reason": "issue:45292 is the best representative issue because it states the underlying failure in the most general form and covers the same bug as issue:45276.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: qwen3_moe LoRA compatibility/loading vs a resize_token_embeddings/output_embeddings issue." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes; one is LoRA checkpoint incompatibility, the other is a Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but the affected models and likely root causes are distinct; not enough evidence of the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug: one generic report about output_embeddings, the other a T5Gemma-specific variant affecting decoder.embed_tokens." + }, + { + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Different models and failures; both are chat/serve regressions but not the same underlying bug." + "reason": "Both involve flash_attention, but they describe different crashes and different triggers/code paths." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "One is save/from_pretrained extra_state handling, the other is init_empty_weights argument compatibility; different code paths." + "reason": "save/from_pretrained extra_state handling is separate from the init_empty_weights _is_hf_initialized argument regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both report missing lm_head weight tying in multimodal generation models, likely the same underlying fix." + "accept": false, + "reason": "Both mention untied lm_head weights, but they are different model implementations and no shared concrete code-path is evident." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "General torch version incompatibility vs meta-device loading breakage; not the same bug." + "reason": "Unrelated issues: Torch 2.10 compatibility vs meta-device model loading breakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation example errors and a GLM5 model issue are unrelated." + "reason": "Documentation example errors for SigLIP2 are unrelated to the GLM5 issue." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention loading models, but the actual failures and likely fixes differ." + "reason": "Different token-vocab/loading problems for different models; not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA vs an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline regression." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 shared_kv_states bug vs composite config text_config unwrapping; different model paths." + "reason": "Gemma4 FSDP2 shared_kv_states issue is unrelated to Qwen multimodal text_config unwrapping." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization-related, but one is offloading behavior and the other is memory reservation/OOM." + "reason": "Both concern quantization/offloading memory behavior, but the specific symptoms and code paths differ." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model families and distinct offload/FSDP failures." + "reason": "Gemma4 FSDP2 attention state bug is unrelated to Qwen3_5Moe rotary embedding CPU offload." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batched token leak vs Gemma4 auto device map mismatch; unrelated." + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights type error vs mmap OOM on Strix Halo; unrelated." + "reason": "Different loading bugs: init_empty_weights argument handling vs mmap/OOM on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Unexpected init arg during meta loading vs MXFP4 quantization fallback; different bugs." + "reason": "Model loading type/shape mismatch is different from the MXFP4 quantization fallback problem." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Separate model/loading regressions with no clear shared code path." + "reason": "GLM5 model-loading issue is unrelated to sinq save_pretrained/from_pretrained quantization persistence." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Quantization memory growth and mmap OOM are different issues." + "reason": "Different resource issues and triggers; int4 CUDA reserved-memory growth is not the same as mmap OOM on Strix Halo." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and Gemma4 FSDP2 bug are unrelated." + "reason": "SwitchTransformers sparse layer construction bug is unrelated to Gemma4 FSDP2 attention state rebuilding." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both concern gradient checkpointing, but one is ineffective LoRA training and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is eval-mode incompatibility." }, { - "left": "issue:45685", - "right": "issue:46468", - "accept": false, - "reason": "MPS histogram support error and a broken Nemotron example are unrelated." + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings regression; 45276 is the Gemma4-specific instance and 45292 is the generic report." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Nemotron checkpoint loading and an official example failure are different problems." + "reason": "NemotronH checkpoint loading and the official Nemotron example failure are related by model family but not clearly the same concrete bug." }, { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same resize_token_embeddings/output_embeddings bug, with 45276 as a model-specific variant of 45292." + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram_mps integer support is unrelated to the Nemotron example loading issue." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model loading tests and a save_pretrained regression are different issues." + "reason": "Different regressions: GLM-4.7-Flash unit-test loading vs Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is a permissions propagation bug and the other is wrong-module loading after save_pretrained." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict-config loading failure are unrelated." + "reason": "Video-input regression across Qwen models is unrelated to strict Granite Speech config loading." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/load extra_state handling vs mmap OOM are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Eval-mode gradient checkpointing and RLHF NaN/SDPA fallback are not the same bug." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Both involve custom-model save/load, but one is file permission propagation and the other is wrong module resolution." + "reason": "extra_state save/load handling is unrelated to mmap disabling on Strix Halo." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage vs mmap OOM are different loading paths and symptoms." + "reason": "Meta-device loading breakage is unrelated to the Strix Halo mmap/OOM issue." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 KeyError are unrelated." + "reason": "Flash-attention sink-less-model AttributeError is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping crash and AudioFlamingo batched inference leak are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:43708", - "accept": false, - "reason": "Notebook custom-model init regression and Trainer max_steps resume bug are unrelated." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both are the same resize_token_embeddings bug manifesting in different model variants." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Custom model initialization in Jupyter and save/from_pretrained extra_state handling are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to AudioFlamingo3 batched inference leakage." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet and stay appropriately conservative. The resize_token_embeddings/output_embeddings cluster around issue:45292 is well supported by issue:45276 and issue:45335, and the lm_head tying pair issue:43404/issue:43454 is a plausible tight subgroup. The other pairwise rejects are also cautious rather than overstated." + "feedback": "The clustering is conservative and grounded in the packet. The only accepted links are the resize_token_embeddings regressions, and the rest are reasonably rejected as different model families, symptoms, or code paths. The canonical issue choice (45292 over 45276) is also well supported because 45292 is the broader formulation of the same embedding-update bug." }, "evaluator_used": true, "retried": false, @@ -2539,47 +2593,47 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 8, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:36032", "issue:39404", + "issue:42796", "issue:43299", + "issue:43404", "issue:43425", "issue:43452", "issue:43596", "issue:43611", - "issue:43644", "issue:43645", + "issue:43646", + "issue:43708", "issue:43716", "issue:43828", "issue:43856", "issue:43901", "issue:43906", "issue:43931", + "issue:43957", "issue:43994", "issue:44079", "issue:44164", "issue:44265", "issue:44402", "issue:44451", - "issue:44462", "issue:44479", - "issue:44488", "issue:44509", "issue:44530", "issue:44589", - "issue:44661", "issue:44671", "issue:44683", - "issue:44737", "issue:44756", "issue:44805", "issue:44898", @@ -2588,33 +2642,40 @@ "issue:44991", "issue:45081", "issue:45084", + "issue:45292", + "issue:45335", "issue:45701", "issue:45759", "issue:45812", "issue:45823", - "issue:45859", "issue:46315", "issue:46326", - "issue:46489" + "issue:46491" ], "soft_pairs": [ - "issue:45812|issue:46315", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:46315|issue:46491", "issue:44402|issue:44451", "issue:43425|issue:43828", + "issue:45812|issue:46315", "issue:44589|issue:44756", "issue:44683|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:45823", - "issue:39404|issue:45701", "issue:43425|issue:43716", "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:42796|issue:46326", "issue:43906|issue:44530", "issue:44265|issue:44898", "issue:44589|issue:45084", "issue:44479|issue:44805", - "issue:39404|issue:44912", - "issue:43425|issue:44918", "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:39404|issue:44912", "issue:36032|issue:43452", "issue:43596|issue:44683", "issue:44164|issue:45759", @@ -2623,263 +2684,253 @@ "issue:44671|issue:44991", "issue:43994|issue:44079", "issue:43856|issue:44756", - "issue:44462|issue:46489", - "issue:43906|issue:46326", - "issue:44164|issue:44479", - "issue:44488|issue:45081", - "issue:44737|issue:45859", - "issue:44661|issue:44683", - "issue:39404|issue:44671", - "issue:43611|issue:43644" + "issue:42796|issue:43404" ], - "prepared_review_unit_hash": "564406c0883b701de1011949816903cd2e0b338c67c97117841c0edeb13d844a", + "prepared_review_unit_hash": "c981e3dc62a3c443c03a0679312ed288894b3fde575d5808bbba5c883bbc9998", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37100, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37479, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions, especially tokenizer/model-loading reports, but the listed soft pairs are generally adjacent symptoms rather than true duplicates. The strongest representative is the AutoTokenizer/tokenizer.json loading regression.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44462 is the clearest concrete bug in the set: AutoTokenizer ignoring the repository tokenizer.json. It is specific, actionable, and central to the broader tokenizer-loading regression theme.", + "summary": "Mostly unrelated issues. The only convincing duplicate pair is the resize_token_embeddings regression: a generic report and a T5Gemma-specific manifestation.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report about resize_token_embeddings not updating output embeddings; issue:45335 looks like a specific instance of that same bug in t5gemma.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best overall representative because it captures a core tokenizer-loading failure mode that plausibly underlies several related reports, while still being concrete enough to triage.", + "best_issue_reason": "issue:45292 is the best canonical issue because it describes the underlying bug most generally and can subsume the T5Gemma-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different bugs: custom model init in notebooks vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: resize_token_embeddings fails to propagate to tied/output embeddings; 45335 is a model-specific manifestation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different code paths: notebook custom model initialization vs save/from_pretrained extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are mismatch/loading problems, but one is autocast dtype handling and the other is meta-device model loading." + }, + { + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Different failures: wrong token IDs vs a tokenizer performance regression." + "reason": "Tokenizer performance regression vs leading-space round-trip correctness bug; not the same issue." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both involve tokenizer loading, but one is a vocab/special-token configuration bug and the other is a model-specific load failure; not clearly the same root cause." + "reason": "One is vocab-size/token placement, the other is a specific model loading failure; insufficient evidence of the same root cause." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility vs a dtype mismatch under autocast." + "reason": "General torch compatibility complaint vs a specific autocast dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness regression; convert_tokens_to_ids slowdown is a performance issue." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: missing Float8 storage vs mmap-related 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 failure and Gemma4 device-mismatch are different code paths." + "reason": "Compiled flex_attention failure on torch >=2.9 is unrelated to Gemma4 device-mismatch during forward." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading breakage and Jupyter custom-model init are different issues." + "reason": "Base_model_prefix loading breakage and custom model init in notebooks are distinct failures." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility error vs device_map/offload mismatch." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline regression vs a broad tokenization-change report." + "reason": "Torch version incompatibility and Gemma4 PLE device mismatch are different problems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as the Mistral image preprocessor dtype mismatch." + "reason": "General torch compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache crash and template compilation error are distinct failures." + "reason": "Different failures: Qwen3.5 PagedAttentionCache group type vs template compilation error." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes across versions." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Mistral tokenizer BPE marker handling and continue_final_message behavior are distinct tokenizer issues." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "No shared underlying bug; one is a reproduction of another issue, the other is a Qwen3.5 cache crash." + "reason": "An isolated reproduction of an old issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export / compilability issue vs Perceiver resize/interpolation failure." + "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver interpolation handling." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different subsystems and error types." + "reason": "Different root causes: missing Float8 storage object vs compilation/template-node error." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError are unrelated." + "reason": "Video-input regression for Qwen VL models and mask-shape IndexError are not the same bug." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Whisper pipeline behavior vs MXFP4 quantization fallback." + "reason": "Both are docs-related, but they cover different removed/changed pipeline docs and are not a single duplicate." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch incompatibility vs TRL SFT embedding unpacking failure." + "reason": "Torch compatibility complaint vs TRL unpacking failure for Qwen3.5 embeddings." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Both are docs issues, but they cover different removed/changed APIs and are not the same bug." + "reason": "Whisper return_language regression is unrelated to MXFP4 quantization fallback." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict and gguf AutoTokenizer/AutoModel loading breakage are different problems." + "reason": "Tokenizer attribute conflict and gguf_file/from_pretrained breakage are unrelated." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "deepspeed zero3 init index error is unrelated to flex_attention compilation." + "reason": "Zero3/BertModel index error and compiled flex_attention failure are different code paths." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and composite Qwen config unwrapping are different loader paths." + "reason": "extra_state save/load handling and text_config unwrapping are separate model-configuration bugs." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same model family, but the titles point to different loading failures and likely different code paths; not enough to merge." + "reason": "Both touch Qwen3-VL loading, but one is a MoE loading regression and the other is a specific weight-shape mismatch; not clearly the same fix." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for one model vs a Mistral regex patch crash." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Masked LM prediction quality and tokenizer loading are distinct failures." + "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading failure for est-roberta." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Pipeline/model output nonsense vs ModelOutput key bookkeeping." + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory usage regression vs mmap OOM workaround." - }, - { - "left": "issue:44462", - "right": "issue:46489", - "accept": false, - "reason": "Related tokenizer-loading regressions, but 46489 is a follow-up gap in a prior fix rather than the same underlying bug." - }, - { - "left": "issue:43906", - "right": "issue:46326", - "accept": false, - "reason": "Unrelated reproduction issue vs mistral_common continue_final_message bug." - }, - { - "left": "issue:44164", - "right": "issue:44479", - "accept": false, - "reason": "Save/load extra_state handling is unrelated to the Qwen VL video regression." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Model loading failure and Mistral tokenizer regex patch crash are different issues." + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are different issues." }, { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "CPU arange device placement bug vs CPU-offload incompatibility." - }, - { - "left": "issue:44661", - "right": "issue:44683", - "accept": false, - "reason": "Tokenizer-mapping-name failure and flex_attention compilation failure are unrelated." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline regression and CamemBERT MLM regression are different model-specific bugs." - }, - { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are different code paths." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet. The only accepted soft pair, issue:45292 vs issue:45335, is a reasonable conservative duplicate call based on their closely aligned titles and bug descriptions. The rest of the soft-edge rejections are also cautious and do not overclaim shared root causes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 9, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:32090", "issue:34567", @@ -2889,15 +2940,13 @@ "issue:40990", "issue:42175", "issue:42915", - "issue:43262", "issue:43317", - "issue:43377", - "issue:43404", "issue:43421", "issue:43452", "issue:43482", "issue:43541", "issue:43582", + "issue:43611", "issue:43632", "issue:43643", "issue:43644", @@ -2905,32 +2954,42 @@ "issue:43646", "issue:43716", "issue:43883", + "issue:43906", + "issue:44164", "issue:44206", "issue:44220", - "issue:44403", "issue:44451", - "issue:44464", - "issue:44466", + "issue:44462", + "issue:44479", "issue:44488", "issue:44530", - "issue:44534", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", "issue:44811", - "issue:44849", "issue:44987", - "issue:44991", "issue:45081", "issue:45084", - "issue:45325", "issue:45507", "issue:45584", - "issue:45987", + "issue:45859", "issue:46050", "issue:46178", "issue:46285", "issue:46326", - "issue:46402" + "issue:46402", + "issue:46489" ], "soft_pairs": [ + "issue:44462|issue:46489", + "issue:44164|issue:44479", + "issue:43906|issue:46326", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:39404|issue:44671", + "issue:43611|issue:43644", "issue:46285|issue:46402", "issue:43716|issue:45084", "issue:43582|issue:43632", @@ -2938,12 +2997,12 @@ "issue:44488|issue:44987", "issue:32090|issue:39404", "issue:36032|issue:42915", - "issue:46050|issue:46326", "issue:43643|issue:44530", + "issue:46050|issue:46326", "issue:34567|issue:40444", "issue:44451|issue:44987", - "issue:44811|issue:45584", "issue:43541|issue:45084", + "issue:44811|issue:45584", "issue:42915|issue:44530", "issue:43644|issue:43646", "issue:43452|issue:43482", @@ -2952,264 +3011,246 @@ "issue:43317|issue:43482", "issue:36032|issue:43645", "issue:45084|issue:45507", - "issue:44849|issue:45325", - "issue:42175|issue:46178", - "issue:44464|issue:45987", - "issue:43262|issue:43377", - "issue:44987|issue:44991", - "issue:43646|issue:44534", - "issue:43883|issue:44991", - "issue:43404|issue:44466", - "issue:44403|issue:45081", - "issue:42915|issue:45084" + "issue:42175|issue:46178" ], - "prepared_review_unit_hash": "0c33206f9dc1242497d7730a325442a8816b7762e79a17838e15123d8be06d8a", + "prepared_review_unit_hash": "8bfa012c3b48f762af8598354fbfd279f1a22bdc7f3454c0db4d667425a00e79", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37107, - "estimated_input_tokens": 9277, - "estimated_eval_tokens": 18810 + "soft_pair_count": 30, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are not duplicates; they span unrelated regressions across loading, tokenization, audio, training, and model-specific behaviors. Two pairs look like genuine duplicates: GGUF loading regressions and the audio fbank/feature-extraction crash.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43452 is the best canonical issue because it states the broad GGUF/from_pretrained loading regression; issue:43482 looks like a specific Qwen2.5-GGUF manifestation of the same failure.", + "summary": "This cluster is mostly a loose set of Transformers regressions centered on v5/v5.1+ loading, tokenizer, model-init, and audio/Whisper issues, but the soft pairs mostly look like neighboring reports rather than true duplicates. I would keep the broad custom-model-init regression as the representative issue.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43646 is the broadest representative title in the set: it captures the general v5 custom-model initialization regression that several nearby reports are loosely related to.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the strongest representative of the only clear duplicate set in this batch and has the broadest, most reusable description.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is broad, clearly regression-focused, and more representative than the narrower buffer-specific or model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but 44462 is about ignoring tokenizer.json while 46489 is a DeepSeek-Coder v1 output regression tied to a specific fix gap; not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Completely different areas: save/from_pretrained extra_state handling vs a Qwen video-input regression." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Both touch tokenizer/mistral_common behavior, but one is an isolated reproduction of an older issue and the other is a specific continue_final_message bug; insufficient evidence of the same underlying defect." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related performance/compatibility problems, but they affect different models and code paths (XLNet positional encoding vs Qwen3.5 MoE offload)." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated failures: tokenizer/model registration logic vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading issues, but one is a model load failure and the other is a specific Mistral regex patch crash; different concrete bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM output regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers being initialized with junk; not the same code-path problem." + }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different models and different failures: CLIP text-model structure vs Sam3 text-encoder weights not loading." + "reason": "Different model families and symptoms: CLIP model structure inconsistency vs Sam3Model text encoder weights not loading." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Unrelated bugs: image preprocessor dtype mismatch vs Jinja/template compilation error." + "reason": "Different subsystems entirely: multimodal dtype mismatch vs a template-compilation error." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Different code paths: Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity issue on gpt-oss is not the same as tokenizer post-processor not updating special tokens." + "reason": "Perplexity/model-quality issue vs tokenizer backend post-processor update bug; not the same defect." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but for different models and likely different root causes; not the same bug." + "reason": "Both are model-loading complaints, but they target different repositories/models and do not clearly share a single failing code path." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to Whisper `return_language` pipeline behavior." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language behavior." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 loading failure are unrelated." + "reason": "Tokenizer special-token conflict in T5 is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Quantized model save/load breakage is unrelated to `continue_final_message` handling for mistral_common tokenizers." + "reason": "AutoConfig trust_remote_code field loss is not the same issue as PagedAttentionCache crashing on linear_attention groups." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "`trust_remote_code` config-field loss and PagedAttentionCache linear_attention crash are different issues." + "reason": "Quantized save/load breakage and mistral_common continue_final_message are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting bug is unrelated to multi-image IterableDataset fine-tuning failure." + "reason": "TrainerState token counting bug is unrelated to finetuning with multi-image IterableDataset failures." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different affected models and different loading failures; not a duplicate pair." + "reason": "Both concern loading models, but they are different model-specific failures with no clear shared bug." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Both Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Both mention tracing/compilation, but one is a grouped_mm Mixtral tracing failure and the other is a template-node compilation error." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to non-template-node compilation." + "reason": "Both are Whisper-related, 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 Qwen3-family failures with different triggers and subsystems." + "reason": "Different Qwen issues with different subsystems: FP8 config vs cache/group-type crash." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; too different to merge." + "reason": "Both are v5 custom-model regressions, but 43644 is specifically about junk-filled non-persistent buffers while 43646 is the broader custom-model initialization breakage; they are related but not the same bug." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Same underlying GGUF/from_pretrained loading regression; 43482 is a specific Qwen2.5-GGUF repro of the broader 43452 bug." + "accept": false, + "reason": "Both involve GGUF loading, but 43452 is a general AutoTokenizer/AutoModelForCausalLM from_pretrained breakage and 43482 is a Qwen2.5-GGUF-specific v5 failure; not clearly the same underlying defect." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and ScandiBERT loading failure are unrelated." + "reason": "Molmo missing all_tied_weights_keys is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction crash around `_torch_extract_fbank_features` / unsupported `center` handling." + "accept": false, + "reason": "Both touch audio feature extraction, but 44206 is specifically about an unsupported center arg in LasrFeatureExtractor while 44220 is a generic _torch_extract_fbank_features problem; too little evidence they are the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure is unrelated to GGUF loading regression." + "reason": "Device-map/offload dequantization failure is unrelated to Qwen2.5 GGUF loading." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to Jupyter custom-model initialization breakage." + "reason": "T5 tokenizer special-token conflict and Jupyter custom-model initialization are different regressions." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different failures." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Different model families and different behavior: output_hidden_states vs rope index scaling." + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are different concrete problems." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing TensorFlow extra in installation and unsupported `tensorflow_text` backend mapping are not the same issue." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to `StaticCache.get_seq_length()` returning a tensor." - }, - { - "left": "issue:43262", - "right": "issue:43377", - "accept": false, - "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching bug are different problems." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are Transformers v5 load failures, but they affect different models and likely different regressions." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are related only at a very high level, not the same concrete bug." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to EMBEDDIA/est-roberta tokenizer loading." - }, - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both involve `lm_head.weight`, but one is a Mistral3 tying bug and the other is device-dependent serialization inconsistency; not the same fix." - }, - { - "left": "issue:44403", - "right": "issue:45081", - "accept": false, - "reason": "General loading noise is unrelated to the Mistral regex patch crash." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Qwen3Moe FP8 failure and template compilation failure are unrelated." + "reason": "One is missing TensorFlow in the torch extra install, the other is a backend mapping validation failure for tensorflow_text; related theme, different bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The two accepted duplicate pairs are plausibly the same bugfix class based on the packet titles: GGUF/from_pretrained loading (43452/43482) and the audio fbank feature-extraction crash (44206/44220). The rejected pairs are generally kept separate for different models, subsystems, or failure modes. Canonical issue choice is reasonable." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 10, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:33666", + "issue:28530", + "issue:34567", "issue:36032", "issue:40444", - "issue:40990", - "issue:41720", "issue:42915", "issue:43089", + "issue:43262", "issue:43296", "issue:43322", "issue:43377", @@ -3218,12 +3259,11 @@ "issue:43531", "issue:43540", "issue:43611", - "issue:43632", "issue:43645", + "issue:43646", "issue:43742", - "issue:43746", - "issue:43792", "issue:43819", + "issue:43883", "issue:43994", "issue:44062", "issue:44220", @@ -3231,31 +3271,41 @@ "issue:44291", "issue:44403", "issue:44451", - "issue:44479", + "issue:44464", + "issue:44466", "issue:44534", "issue:44589", "issue:44610", "issue:44683", - "issue:44756", - "issue:44811", + "issue:44849", "issue:44877", - "issue:44977", "issue:44987", "issue:44991", - "issue:45020", "issue:45081", - "issue:45127", + "issue:45084", "issue:45216", "issue:45325", "issue:45357", + "issue:45812", "issue:45987", "issue:46315", - "issue:46326" + "issue:46326", + "issue:46491" ], "soft_pairs": [ + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:42915|issue:45084", "issue:43994|issue:44610", - "issue:43322|issue:43540", "issue:43377|issue:43819", + "issue:43322|issue:43540", + "issue:28530|issue:34567", "issue:43645|issue:44534", "issue:43089|issue:45987", "issue:44451|issue:45081", @@ -3264,247 +3314,237 @@ "issue:44220|issue:44683", "issue:44991|issue:46315", "issue:45216|issue:45357", - "issue:36032|issue:43742", "issue:42915|issue:44291", + "issue:36032|issue:43742", "issue:42915|issue:44589", "issue:40444|issue:46326", "issue:44062|issue:44987", - "issue:43404|issue:45127", "issue:43531|issue:44877", - "issue:43296|issue:43531", - "issue:43425|issue:44403", "issue:43611|issue:44534", - "issue:36032|issue:41720", - "issue:43632|issue:44756", - "issue:44479|issue:45325", - "issue:44977|issue:46326", - "issue:43792|issue:44589", - "issue:43746|issue:46326", - "issue:40990|issue:44811", - "issue:44403|issue:44991", - "issue:33666|issue:40444", - "issue:44683|issue:45020" + "issue:45812|issue:46491", + "issue:43425|issue:44403", + "issue:43296|issue:43531" ], - "prepared_review_unit_hash": "ab0094b7f83c0541a4c88af9a642beb22d52a34a8c78d9e953d8a03b9377b900", + "prepared_review_unit_hash": "288d4a058700f4ea8c65ba60ac404dfa8a5432419514f530c71205cbf518cc6f", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36920, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated issue reports across tokenizers, multimodal loading, and version regressions. The only clear duplicate pair is the Qwen3.5 `save_pretrained` checkpoint corruption reports.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45216 is the broadest representative of the only clear duplicate pair, covering the Qwen3.5 `save_pretrained` checkpoint regression; issue:45357 reads like a narrower follow-up about the same visual-encoder key problem.", + "summary": "This set is mostly a grab bag of unrelated Transformers regressions and environment-specific failures. The only plausible duplicate/follow-up pairs are the custom-model init reports and the Qwen3.5 save_pretrained reports; the rest target different code paths, models, or failure modes.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the best representative issue: it describes a broad, concrete v4\u2192v5 tokenizer regression affecting all Granite models, with clear symptoms and wide impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best issue to keep as the canonical report because it is the more general Qwen3.5 `save_pretrained` regression and subsumes the later, more specific report.", + "best_issue_reason": "issue:45812 has the strongest mix of scope and specificity among the issues here, making it the cleanest anchor for this loose cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and bugs: Qwen3.5 hidden-state behavior vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is chunked generation with compiled forward and the other is a StaticCache API contract issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate default vs MIMI encoder padding-mask correctness; different subsystems and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different artifacts and failure modes: a model load break vs tokenizer loading for a different checkpoint." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is not the same bug as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo missing all_tied_weights_keys is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tie-weights / serialization issues are related in theme but not the same bug: one is missing lm_head tying, the other is device-dependent save serialization." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise is a logging issue; _patch_mistral_regex crashing is a tokenizer patch failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and non-template-node compile error are unrelated." + }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and different failures; only both are vision-related." + "reason": "Different vision-model bugs: nonsensical SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is missing padding-mask support in MIMI and the other is DAC.from_latents diverging from forward due to missing STE." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal, but the model paths and bug symptoms differ." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video ValueError are different multimodal failure paths." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Both are audio-model issues, but they concern different components and failure modes." + "reason": "Trainer early-stopping metric selection and num_input_tokens_seen not updating are separate TrainerState/training-loop issues." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but the underlying bugs are unrelated." + "reason": "Notebook custom-model init failure is not the same as v5 junk-filled non-persistent buffers." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Performance overhead vs cache API contract bug; not the same issue." + "reason": "Generation overhead/performance issue vs cache length return-type contract bug; different level and code path." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-loading failures, but on different models and different root causes." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated model/tokenizer bugs." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both involve loading/tokenizers, but the reported breakages are distinct." + "reason": "A model-loading regression and a tokenizer regex-patch crash are different failures." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Export bug vs processor input-size mismatch; unrelated code paths." + "reason": "torch.export failure with torch_compilable_check is unrelated to OmDet-Turbo image-size preprocessing." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different subsystems: fbank extraction vs compiled flex_attention." + "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are separate issues." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure vs tokenizer conversion slowdown; not the same bug." + "reason": "Tokenizer load failure for a specific model vs slow-tokenizer performance regression in convert_tokens_to_ids; different bugs." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` checkpoint corruption / wrong visual-encoder keys regression." + "reason": "Both describe the same Qwen3.5 save_pretrained regression: incorrect serialized checkpoint/visual encoder keys across versions." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Different tokenizer/model loading errors with no concrete code-path overlap." + "reason": "Qwen3Moe FP8 config failure and init_empty_weights handling of _is_hf_initialized are unrelated initialization bugs." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Different failure sites: FP8 config handling vs `init_empty_weights` init flag handling." + "reason": "T5 tokenizer method-name conflict and MobileLLM key error during load are distinct tokenizer/model-loading issues." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention FP8-ish concerns, but the specific bugs are different." + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage lookup are different torch/quantization problems." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal dataset processing vs tokenizer chat-format behavior; unrelated." + "reason": "Multi-image IterableDataset failure and mistral_common continue_final_message bug are different multimodal/tokenizer behaviors." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Different tokenizer bugs: AddedToken argument conflict vs model-specific load failure." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both touch tied embeddings, but one is a load-time weight-tying bug and the other is LoRA merge collapse." + "reason": "AddedToken special-argument duplication is unrelated to loading physical-intelligence/fast." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs Granite speech config strictness; unrelated." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "Different model families and different failure modes." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "CUDA/PyTorch compatibility issue vs loading noise; not the same problem." + "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config loading are different issues." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is model loading and the other is buffer initialization." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "Tokenizer loading bug vs device-mapping CUDA assert; unrelated." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "`_is_hf_initialized` regression vs mmap/OOM workaround; different issues." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Same general Qwen VL area, but the titles point to different regressions and code paths." - }, - { - "left": "issue:44977", - "right": "issue:46326", - "accept": false, - "reason": "Different tokenizer/decoding behaviors on different models." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper runtime failure vs Float8 storage lookup issue; unrelated." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "PEFT checkpoint loading vs tokenizer chat continuation behavior; unrelated." + "reason": "base_model_prefix load breakage is not the same as junk-filled non-persistent buffers." }, { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "Perplexity/LM evaluation issue vs Whisper batch_decode flag handling; unrelated." - }, - { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Generic load noise vs a specific tokenizer load failure; not the same bug." + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and CodeLlama leading-space round-trip loss are different model-specific bugs." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both Qwen2-VL related, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + "reason": "Torch 2.10 compatibility and noisy model loading are unrelated." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Compiled attention regression vs remote-code loading breakage; different subsystems." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and the soft-edge verdicts stay conservative. The only accepted pair, issue:45216 and issue:45357, is plausibly the same Qwen3.5 `save_pretrained` regression from the titles alone. The remaining pair rejections avoid overclaiming duplicate status." + "feedback": "The summary is conservative and grounded in the packet titles. The single accepted pair (issue:45216 / issue:45357) looks like a plausible duplicate/follow-up on the same Qwen3.5 save_pretrained regression, and the other soft-edge rejections do not overclaim overlap." }, "evaluator_used": true, "retried": false, @@ -3515,312 +3555,291 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 11, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:33666", + "issue:36032", "issue:40444", + "issue:40990", "issue:41553", "issue:41720", "issue:42175", - "issue:42915", - "issue:43296", + "issue:42796", "issue:43317", "issue:43377", "issue:43381", "issue:43421", - "issue:43454", "issue:43482", "issue:43525", "issue:43531", "issue:43582", - "issue:43611", "issue:43632", - "issue:43644", - "issue:43646", + "issue:43746", "issue:43792", "issue:43818", "issue:43856", - "issue:43957", - "issue:43994", "issue:44079", - "issue:44265", "issue:44291", + "issue:44403", "issue:44462", - "issue:44466", + "issue:44479", "issue:44534", "issue:44568", "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", "issue:44829", - "issue:44898", - "issue:45072", + "issue:44977", + "issue:44991", + "issue:45020", "issue:45081", "issue:45325", "issue:45357", - "issue:45381", "issue:45479", "issue:45491", "issue:45538", "issue:45542", "issue:45663", "issue:45812", - "issue:45834", "issue:45923", + "issue:46326", "issue:46402" ], "soft_pairs": [ - "issue:43421|issue:44568", + "issue:43632|issue:44756", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:44977|issue:46326", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:40990|issue:44811", + "issue:33666|issue:40444", + "issue:44683|issue:45020", "issue:43381|issue:45923", "issue:43632|issue:44534", + "issue:43421|issue:44568", "issue:44291|issue:44589", "issue:44829|issue:45479", - "issue:43482|issue:45538", + "issue:44079|issue:45663", "issue:40444|issue:45325", + "issue:43482|issue:45538", "issue:43482|issue:43525", - "issue:44079|issue:45663", - "issue:43317|issue:43856", "issue:41553|issue:43582", + "issue:43317|issue:43856", "issue:42175|issue:45542", - "issue:44462|issue:45812", "issue:43818|issue:46402", + "issue:42796|issue:43746", + "issue:44462|issue:45812", "issue:43818|issue:45357", - "issue:41720|issue:45081", "issue:43377|issue:45491", - "issue:43531|issue:44291", - "issue:44265|issue:45072", - "issue:43611|issue:43646", - "issue:42175|issue:43296", - "issue:43792|issue:43957", - "issue:43994|issue:44898", - "issue:45325|issue:45834", - "issue:43454|issue:44466", - "issue:42915|issue:43482", - "issue:44079|issue:44534", - "issue:43632|issue:45072", - "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:43644|issue:44079" + "issue:41720|issue:45081", + "issue:43531|issue:44291" ], - "prepared_review_unit_hash": "524e03408ead9a384d510f9e8e3eaaf1676946a9dde6e6833ced3d2cd66b3744", + "prepared_review_unit_hash": "8c57eba92d168410af7410354b9c919370cd98f9622ab7b3a7cea0d46456a66e", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37365, - "estimated_input_tokens": 9342, - "estimated_eval_tokens": 18940 + "soft_pair_count": 28, + "serialized_chars": 36296, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity bucket around Transformers v5 regressions, tokenizer behavior, and a few Qwen2.5-VL / multimodal edge cases. The items are largely distinct bugs rather than true duplicates, so I would not merge the soft pairs.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43611 is the broadest and most representative v5 loading regression in the set, so it works best as an anchor issue for triage, even though the cluster is not a true duplicate group.", + "summary": "This is a mixed-topic cluster spanning unrelated tokenizer, loading, training, attention, and hardware/offload bugs. None of the suggested soft pairs look like the same concrete underlying issue, so there is no real duplicate canon here.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Best umbrella issue for the cluster: it captures the common v5 model-loading breakage theme better than the more model-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Different tokenizer bugs: runtime post-processor refresh vs missing BOS/EOS insertion." - }, - { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Both involve gradient checkpointing, but one is eval-mode use and the other is a missing capability flag on a trust_remote_code model." - }, { "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "Separate v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer serialization." - }, - { - "left": "issue:44291", - "right": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Different load-time failures: unexpected `_is_hf_initialized` argument vs missing Float8 storage object." + "reason": "Different bugs: `_is_hf_initialized` regression vs Strix Halo mmap OOM mitigation." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Both affect training/classification, but they describe different failure modes and different model paths." + "reason": "Tokenizer method-name conflict is unrelated to Qwen3 auto device-map CUDA asserts." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Unrelated: GGUF loading regression vs CLIPTokenizer max-length bug." + "reason": "Both are Qwen2.5-VL/video-related, but one is a broad v5.3 video regression while the other is still-image position-id scaling." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:44977", + "right": "issue:46326", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning failure and the other is still-image position-id scaling." + "reason": "Flash-attention generation failure is unrelated to mistral_common `continue_final_message` tokenizer behavior." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Different issues: Qwen2.5-GGUF loading failure vs missing `pad_token_id` on Llama4Config." + "reason": "Whisper runtime failure and missing Float8 storage are unrelated code paths." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Different subsystems: ModelOutput key assignment vs Gemma4 FSDP2 attention state rebuilding." + "reason": "Generic loading noise vs a specific tokenizer load regression for EMBEDDIA/est-roberta." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Distinct topics: dequantized model offload loading vs Qwen3 MoE training memory usage." + "reason": "GPT-OSS perplexity issue is unrelated to Whisper `batch_decode` skip_special_tokens handling." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "No real overlap: Voxtral tokenizer error message vs Apple Silicon allocator warmup TypeError." + "reason": "Both involve Qwen2-VL training, but one is multi-GPU training and the other is iterable-dataset multi-image handling." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Both mention TensorFlow packaging, but one is missing TF in the torch extra and the other is a backend detection error with tensorboard-only installs." + "reason": "Compiled flex_attention on torch 2.9 and remote_code breakage are distinct failures." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Both involve AutoTokenizer, but one ignores repo tokenizer.json while the other returns wrong Granite token IDs." + "reason": "Gradient checkpointing in eval mode is unrelated to a missing `supports_gradient_checkpointing` flag." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Different models and bugs: Video-LLaVA tower/attention issue vs Sam3Model text encoder weights not loading." + "reason": "Different regression classes: `_is_hf_initialized` flag handling vs non-persistent buffer junk values." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Different multimodal regressions: Video-LLaVA tower wiring vs Qwen3.5 save_pretrained visual encoder key mismatch." + "reason": "Runtime post-processor updates and missing BOS/EOS insertion are separate tokenizer bugs." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Unrelated: Qwen3 device-mapping crash vs Mistral tokenizer regex patch crash." + "reason": "`init_empty_weights` argument mismatch is unrelated to Float8 storage lookup failure." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both are batching/padding-related, but they are different models and different bugs." + "reason": "Both are training pathologies, but flash-attention-3 degeneration and single-label zero-loss are different root causes." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are unrelated." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Separate issues: torch.export compatibility vs bfloat16 dtype mismatch in inference wrappers." + "reason": "Multi-image iterable dataset failure is not the same as still-image temporal position scaling." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to be duplicates." + "reason": "Qwen2.5-GGUF v5 loading failure is unrelated to CLIPTokenizer max-length behavior." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Different package/runtime issues: missing TensorFlow backend in torch extra vs PaddleOCR-VL load failure in vLLM." + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are distinct issues." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different failure classes: Whisper runtime issue vs meta-device model loading breakage." + "reason": "Bad Voxtral error messaging is unrelated to Apple Silicon `caching_allocator_warmup` TypeError." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Different model behaviors: SigLIP2 nonsensical outputs vs Perceiver non-default resolution classification failure." + "reason": "GPU+CPU offload failure for dequantized models is unrelated to Qwen3 MoE training memory inefficiency." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Both are vision-language bugs, but the symptoms and models are unrelated." + "reason": "Package-extras backend omission and undefined tf backend from tensorboard-only install are different packaging bugs." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Related to lm_head/tied weights, but one is a config tie-weight bug and the other is device-dependent serialization inconsistency." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Sam3Model text encoder weight loading." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading regression." + "reason": "BPE marker handling in a tokenizer is unrelated to GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Different core bugs: ModelOutput key assignment vs non-persistent buffer junk values." + "reason": "Ignoring `tokenizer.json` and Granite token-ID regression are both tokenizer issues but not the same concrete bug." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Separate v5 issues: `_is_hf_initialized` breakage vs bfloat16 dtype mismatch." + "reason": "Video-LLaVA architecture bug is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Both concern Qwen2.5-VL position handling, but one is multi-image finetuning failure and the other is video vision_position_ids being wrong." + "reason": "Batched-vs-single MIMI encoder mismatch from padding masks is different from Gemma3 NaNs with sliding-window all-padding windows." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Same family, but one is still-image temporal scaling and the other is video input vision_position_ids; not enough to treat as the same bug." + "reason": "Qwen3 device-map CUDA assert and Mistral regex patch AttributeError do not share the same code path." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Different regressions: non-persistent buffer serialization vs ModelOutput key assignment." + "reason": "Qwen3-MoE sliding_window behavior and `_is_hf_initialized` init_empty_weights handling are unrelated." } ] }, @@ -3834,305 +3853,319 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 12, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:35707", "issue:39692", "issue:40444", - "issue:40990", "issue:41720", - "issue:42947", - "issue:43257", + "issue:42175", + "issue:42796", + "issue:42915", "issue:43262", "issue:43296", - "issue:43317", "issue:43377", "issue:43454", - "issue:43526", + "issue:43482", "issue:43550", - "issue:43572", "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", "issue:43701", - "issue:43720", "issue:43746", "issue:43761", + "issue:43792", "issue:43819", - "issue:43873", "issue:43881", - "issue:43883", + "issue:43957", + "issue:43994", "issue:44079", "issue:44186", "issue:44265", "issue:44291", + "issue:44466", "issue:44479", "issue:44488", + "issue:44534", "issue:44568", "issue:44610", "issue:44877", "issue:44898", "issue:44977", - "issue:44991", "issue:45072", "issue:45325", - "issue:45584", - "issue:45701", - "issue:45759", + "issue:45381", "issue:45800", "issue:45823", + "issue:45834", "issue:45920", - "issue:45923", - "issue:46291", "issue:46305", "issue:46315" ], "soft_pairs": [ + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44079|issue:44534", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:40444|issue:45381", + "issue:43644|issue:44079", "issue:44291|issue:44877", "issue:44479|issue:45823", "issue:35707|issue:40444", - "issue:43606|issue:44265", - "issue:43296|issue:45800", "issue:43761|issue:44079", + "issue:42796|issue:45381", + "issue:43296|issue:45800", + "issue:43606|issue:44265", "issue:43701|issue:45325", "issue:43881|issue:44488", "issue:43606|issue:43819", + "issue:43454|issue:43550", "issue:39692|issue:40444", "issue:41720|issue:45823", - "issue:43454|issue:43550", - "issue:44568|issue:45920", "issue:44186|issue:44265", - "issue:43262|issue:43746", "issue:46305|issue:46315", - "issue:43377|issue:44610", - "issue:40990|issue:45584", - "issue:43454|issue:45072", - "issue:43317|issue:43873", - "issue:43257|issue:45923", - "issue:43377|issue:44898", - "issue:40990|issue:42947", - "issue:43873|issue:45701", - "issue:43572|issue:45759", - "issue:43454|issue:43720", - "issue:45325|issue:46315", - "issue:44991|issue:46291", - "issue:41720|issue:44977", - "issue:43526|issue:43883" + "issue:43262|issue:43746", + "issue:44568|issue:45920", + "issue:42796|issue:44977", + "issue:43377|issue:44610" ], - "prepared_review_unit_hash": "83c82d087ce24a2c0d11d1ea3c58500df3da8994cc671f36457984b3064849a6", + "prepared_review_unit_hash": "38206bf5973bb312bc968629e238dac151ac9d5e88a6b7e8f7f1a2e837aaac00", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37034, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "soft_pair_count": 32, + "serialized_chars": 37463, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster; it mixes unrelated bugs across tokenization, model loading/offloading, vision/audio processors, and training behavior. I found no soft pair that looks like the same concrete issue or fix.", - "confidence": 0.2, - "canonical_issue_reason": "Issue 43873 is the broadest representative of the only somewhat recurring theme here (offloading/quantization), but the cluster is too heterogeneous for a strong canonical duplicate anchor.", + "summary": "The set is mostly a grab-bag of unrelated regression reports; I found no convincing duplicate pairs. The strongest representative issue is the broad tokenizer regression in issue 45920.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the broadest open regression here, covering wrong AutoTokenizer IDs across multiple model families and serving as the clearest umbrella bug in the set.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best single issue to anchor if one must be chosen because it is open and covers a broad runtime-loading regression, but it does not actually unify the other reports well.", + "best_issue_reason": "Issue 45920 is the best representative issue because it is open, broadly scoped, and already aggregates multiple affected model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Different failure modes: init_empty_weights argument handling vs strict config loading for granite_speech." + "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix loading and the other about custom initialization; the concrete code paths differ." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both are model/runtime regressions, but one is a video-input regression in Qwen VL models and the other is a device-mismatch bug in Gemma4 PLE." + "reason": "torch.export/export-check failure and bfloat16 dtype mismatch are different bugs affecting different subsystems." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + "reason": "Package backend installation is unrelated to a vLLM model-loading failure." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failing on torch_compilable_check models." + "reason": "These involve different models and different symptoms: SigLIP2 docs/output issues vs Perceiver resolution/interpolation failure." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "PaddleOCR-VL loading failure in vLLM is not the same bug as torch 2.4.1 / transformers 5.8.0 incompatibility." + "reason": "Whisper runtime failure and meta-device loading regressions are distinct issues." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "One is CLIPVisionModel returning hidden_states=None; the other is ModelOutput key assignment when a key was previously None. Different code paths and symptoms." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different model-specific bugs." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Resume checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "One is about failing to tie lm_head weights; the other is about inconsistent lm_head.weight serialization. Related area, but not the same bug." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Both are loading failures, but for different models and no shared concrete bug is evident." + "reason": "Qwen3Moe FP8 config failure and GGUF loading failure are different loader/config paths." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Device mismatch during offload is unrelated to DAC.from_latents vs forward-pass mismatch with missing STE." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated regressions." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Docs/model-processor mismatch and quantization errors are unrelated to multi-image iterable dataset finetuning failures." + "reason": "_is_hf_initialized breakage and dtype mismatch in inference are different failures." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Both mention device mapping, but the Qwen3 cudaErrorAssert and Gemma4 PLE forward device mismatch are different concrete problems." + "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image scaling and the other is video-input position ids; not the same concrete bug." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "AyaVision lm_head tying issue is unrelated to Bamba torch.compile/SDPA failure." + "reason": "Multi-image finetuning failure and video position-id regression are different multimodal bugs." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer and the other is broad wrong-token-id behavior across several models." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are not the same code-path problem." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "LayoutLMv2Tokenizer batching/NER crash is unrelated to torch.export and torch_compilable_check." + "reason": "init_empty_weights/_is_hf_initialized TypeError and strict config loading are unrelated." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Qwen video-input regression and Gemma4 device_map mismatch are different model-specific forward failures." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "MoonshineStreaming masking off-by-one and tokenizer convert_tokens_to_ids performance are different bugs." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset finetuning." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model size mismatch." + "reason": "CLIPVisionModel hidden_states regression is not the same concrete bug as generic ModelOutput key assignment." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure after align_special_tokens." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "AyaVision weight tying and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + "reason": "A PaddleOCR-VL load failure and a torch/transformers version incompatibility are different issues." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Both involve offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader offloading behavior report; not the same concrete bug." + "reason": "CPU offload device mismatch and torch.export failures are unrelated." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Accelerate+deepspeed weight conversion for Qwen3 MOE is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "resume_from_checkpoint key mismatch has nothing to do with Qwen2.5-VL rope-index handling." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "MIMI padding-mask support and Perceiver interpolate_pos_encoding behavior are unrelated." + "reason": "These are different model-loading failures with no shared concrete code path." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated training/runtime issues." + "reason": "CPU offload device mismatch and DAC.from_latents/STE mismatch are distinct bugs." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tokenizer changes across transformers versions." + "reason": "lm_head weight tying/serialization and SDPA torch.compile failure are unrelated." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "SigLIP2 documentation/model mismatch and Qwen2.5-VL multi-image finetuning failure are unrelated." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "AyaVision lm_head tying issue is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Both mention device mapping, but one is a CUDA assert on Qwen3 and the other is a Gemma4 forward device mismatch; not the same bug." }, { - "left": "issue:45325", + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL temporal position-id scaling is unrelated to tokenizer conversion performance." + "reason": "Streaming mask off-by-one and tokenizer conversion slowness are different problems." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Tokenizer loading regression for est-roberta is unrelated to kernels v0.15 requiring version/revision." + "reason": "Audio chat-template sample-rate handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { - "left": "issue:41720", + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a special-token/BOS-EOS issue for a specific tokenizer while the other is a broader wrong-token-IDs regression across many models." + }, + { + "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen generation problems, but one is an A800 cudaErrorAssert under auto device mapping and the other is a flash-attention generation regression in Qwen3.5." + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + "reason": "MIMI padding-mask output mismatch and OmDet-Turbo processor/model resolution mismatch are different bugs." } ] }, @@ -4146,333 +4179,311 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 13, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:26413", + "issue:28530", "issue:34634", "issue:35707", - "issue:36010", "issue:36331", "issue:40990", "issue:41720", "issue:42175", "issue:42617", + "issue:42796", "issue:42915", + "issue:42947", "issue:43065", - "issue:43295", + "issue:43257", "issue:43317", - "issue:43322", + "issue:43377", "issue:43404", - "issue:43425", "issue:43450", - "issue:43525", + "issue:43454", + "issue:43526", "issue:43550", + "issue:43572", "issue:43577", - "issue:43606", "issue:43708", "issue:43720", - "issue:43749", + "issue:43854", "issue:43873", "issue:43881", + "issue:43883", "issue:44008", "issue:44186", - "issue:44387", "issue:44423", "issue:44466", - "issue:44534", - "issue:44610", - "issue:44756", "issue:44877", "issue:44898", + "issue:44977", "issue:44991", "issue:45072", - "issue:45161", "issue:45357", "issue:45406", - "issue:45632", - "issue:45684", + "issue:45584", "issue:45701", - "issue:45704", + "issue:45759", "issue:45823", - "issue:46050", + "issue:45923", "issue:46291", "issue:46402" ], "soft_pairs": [ + "issue:40990|issue:45584", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43572|issue:45759", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:42796|issue:43854", + "issue:44991|issue:46291", + "issue:43526|issue:43883", "issue:44466|issue:45357", + "issue:41720|issue:44977", "issue:43881|issue:44991", + "issue:26413|issue:28530", "issue:42617|issue:42915", - "issue:43065|issue:46402", "issue:35707|issue:41720", + "issue:43065|issue:46402", "issue:34634|issue:35707", "issue:43450|issue:45701", "issue:44877|issue:44991", + "issue:43404|issue:45357", + "issue:44186|issue:45072", "issue:36331|issue:42915", "issue:43550|issue:43720", - "issue:43404|issue:45357", "issue:43577|issue:43708", - "issue:44186|issue:45072", "issue:44008|issue:45823", "issue:42175|issue:46291", "issue:36331|issue:42617", - "issue:44423|issue:45406", - "issue:44387|issue:45704", - "issue:43873|issue:44756", - "issue:43550|issue:43606", - "issue:44610|issue:44898", - "issue:43749|issue:44534", - "issue:44186|issue:44610", - "issue:43295|issue:45701", - "issue:42915|issue:43317", - "issue:45632|issue:45684", - "issue:43322|issue:46050", - "issue:41720|issue:43322", - "issue:41720|issue:42617", - "issue:40990|issue:45701", - "issue:36010|issue:42617", - "issue:43425|issue:46291", - "issue:41720|issue:45161", - "issue:43525|issue:46291" + "issue:44423|issue:45406" ], - "prepared_review_unit_hash": "510d116ee5c1ff31245e94d1134636b654911a0e6c5bd11640f7e223db521824", + "prepared_review_unit_hash": "56377588e9935bbad169d0f069e06e43273bde38bb6d60963f9e4e841d838e47", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37857, - "estimated_input_tokens": 9465, - "estimated_eval_tokens": 19186 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is dominated by broad Transformers regressions, but the soft pairs mostly share only a subsystem or model-family theme, not the same concrete bug or fixable code path. I would not merge any of the soft-edge candidates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the best anchor: it is open, active, and broad enough to represent the recurring offloading/quantization regression theme that appears across several nearby reports.", + "summary": "This cluster is mostly a noisy mix of unrelated bug reports across trainer behavior, tokenizers, model loading, quantization/offloading, and multimodal processors. None of the soft pairs look like true duplicates; they mostly share broad subsystem themes rather than the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "If a representative issue is needed, 43873 is the broadest umbrella report in the offloading/quantization area and has inbound references, so it best stands in for that subtheme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative issue in this set because it is general, still open, and has the most plausible overlap with the offload/quantization-related regression space.", + "best_issue_reason": "43873 is the most central and general issue here: it describes the broader offloading-with-quantization failure, which is the closest thing to a cluster anchor among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Both involve save_pretrained/serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys in Qwen3.5; different defects and fixes." + "reason": "Different models and failure modes: perplexity regression vs Whisper empty-transcription handling." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes: model load vs tokenizer load." + "reason": "One is tied-weights serialization, the other is a bfloat16 dtype mismatch in inference." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Unrelated: one is a 3d_parallel.py execution problem, the other is a Qwen3Moe FP8 config failure." + "reason": "Related broad area, but one is a specific dequantized-model load/offload failure and the other is a generic quantized offloading report; not the same code-path bug." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Same model family only; one is a dummy Conv2d in the pixel decoder, the other is missing text encoder weights loading." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Different code paths: generation with inputs_embeds/past_key_values versus device-mapped Qwen3 loading on A800." + "reason": "MIMI padding-mask batching bug vs Perceiver interpolation issue; different components and symptoms." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "No shared bug path; a Bark voice_preset issue is unrelated to progressive generation with past_key_values." + "reason": "Perplexity regression and gradient-checkpointing behavior are unrelated." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "One is video processor batch-shape handling, the other is a tokenization regression; same broad area but not the same bug." + "reason": "Missing config field in StableLm vs composite multimodal config unwrapping; different bugs." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Different subsystems and models: strict config loading for granite_speech versus tokenizer loading for est-roberta." + "reason": "Offloading/quantization issue vs version-dependent tokenization change; no shared concrete failure path." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Completely different failures: trainer loss signature mismatch versus Qwen3Moe FP8 loading/config issues." + "reason": "Tied-weight serialization bug vs packed-weight unpacking during accelerate loading; distinct mechanisms." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:42796", + "right": "issue:43854", "accept": false, - "reason": "Both are model/runtime failures, but one is torch.compile/SDPA on Bamba and the other is packed-weight unpacking during accelerate loading for BitNet." + "reason": "Tokenizer BPE marker handling vs GLM-4.7 model loading failure; not the same bug." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Both touch save/load behavior, but one is lm_head weight tying in Mistral3 and the other is wrong visual encoder keys in Qwen3.5." + "reason": "Tokenizer loading regression and kernels import/version requirement are unrelated." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "No shared defect: BLIP2 dtype propagation versus Trainer max_steps calculation on resume." + "reason": "ImageProcessor label reduction bug vs missing tied-weights attribute on a model class." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer padding/truncation crashes and bfloat16 dtype mismatches are unrelated bugs." + "reason": "Different Qwen3.5 serialization problems affecting different keys and behaviors." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes: Gemma3n variable collision versus Gemma4 PLE device mismatch." + "reason": "CUDA assert during auto device mapping vs flash-attention generation bug; different code paths." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Packaging/backend install issue is unrelated to kernels importing requiring version/revision metadata." + "reason": "GLM-4V model load failure vs tokenizer load regression for a different model." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Trainer API mismatch and 3d_parallel.py execution failure are unrelated." + "reason": "Checkpoint resume iterator failure vs early-stopping metric lookup; both trainer-related but not the same defect." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Both are serve-time multimodal crashes, but they fail in different places with different missing types/attributes; not the same bug." + "reason": "3D parallel script execution issue vs Qwen3 MoE FP8 config failure; unrelated." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Both mention memory pressure, but one is int4 quantization regression and the other is an apex RMSNorm memory leak." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-mapping CUDA asserts." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Both relate to memory/offload behavior, but one is quantization offloading and the other is mmap-related OOM on Strix Halo." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3 text encoder weight loading; same model family but different bugs." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Different concrete issues: torch.compile+SDPA failure versus CPU offload device mismatch in bark-small." + "reason": "BarkProcessor voice_preset issue and progressive generation bug do not share the same underlying code path." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Both are image-size/preprocessing complaints, but the affected models and code paths differ." + "reason": "Video processor batching shape bug vs tokenization version-change report; different subsystems." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both are regression-style issues, but FSDP CPU-efficient loading and non-persistent buffer junk are distinct bugs." + "reason": "Strict config loading failure vs tokenizer loading regression; not the same issue." }, { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "Tokenizer batching crash versus processor output resolution mismatch; not the same defect." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "The processor/tokenizer regression is unrelated to the tokenization changes described in issue 45701." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Different loading failures: Qwen3Moe FP8 config versus dequantized-model loading with device_map=auto." - }, - { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Both are save_pretrained-related, but one is cache path collision and the other is permission propagation from source files." + "reason": "lm_head tying bug in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different serialization problems." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Segfault on Llava Next loading is not the same as broken quantized model persistence for sinq." + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in bfloat16 inference; unrelated." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both are model loading/runtime failures, but one is auto device mapping on Qwen3 and the other is a Llava Next segfault." + "reason": "CustomTrainer compute_loss signature change vs Qwen3 MoE weight conversion failure; unrelated." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different models and code paths: Qwen3 auto device mapping versus 3d_parallel.py execution." + "reason": "torch.compile/SDPA failure in Bamba vs accelerate loading/unpacking issue in BitNet." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Perplexity quality regression and tokenization changes are not the same underlying bug." + "reason": "Model dtype propagation bug vs resume_from_checkpoint max_steps miscalculation; different behaviors." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to running 3d_parallel.py." + "reason": "Gemma3n variable-name collision in forward vs Gemma4 device mismatch with auto mapping; different models and defects." }, { - "left": "issue:43425", + "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels metadata requirements are separate environment issues." + "reason": "Backend packaging/install issue vs kernels dependency version/revision requirement; unrelated." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Auto device mapping on Qwen3 and tensor parallel support for GPT-OSS MoE are different parallelism paths." + "reason": "Trainer compute_loss API break vs inability to run a parallel script; no shared bug." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to the kernels version/revision import error." + "reason": "Serve continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; different failure points." } ] }, @@ -4486,29 +4497,33 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 14, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:28530", "issue:29159", "issue:30064", - "issue:34567", + "issue:33666", "issue:34634", - "issue:35707", + "issue:36010", "issue:36032", - "issue:42490", + "issue:40990", + "issue:41720", + "issue:42617", "issue:42915", + "issue:43295", "issue:43316", + "issue:43317", "issue:43322", - "issue:43329", - "issue:43388", - "issue:43421", + "issue:43425", + "issue:43525", "issue:43526", "issue:43531", "issue:43540", @@ -4517,325 +4532,360 @@ "issue:43606", "issue:43653", "issue:43720", + "issue:43749", "issue:43782", "issue:43873", "issue:43881", "issue:44186", "issue:44361", - "issue:44451", - "issue:44492", - "issue:44509", - "issue:44514", + "issue:44387", "issue:44530", - "issue:44545", - "issue:44589", + "issue:44534", + "issue:44610", "issue:44671", "issue:44743", + "issue:44756", + "issue:44898", "issue:44913", - "issue:44991", - "issue:45059", - "issue:45081", - "issue:45357", - "issue:45406", - "issue:45464", + "issue:45161", + "issue:45632", + "issue:45684", "issue:45701", "issue:45704", - "issue:45759", - "issue:45812", - "issue:46291", - "issue:46402" + "issue:46050", + "issue:46291" ], "soft_pairs": [ + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:43749|issue:44534", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:43425|issue:46291", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43525|issue:46291", "issue:43531|issue:43572", - "issue:45081|issue:45812", - "issue:44186|issue:44361", + "issue:28530|issue:33666", + "issue:43526|issue:43881", "issue:44671|issue:44743", + "issue:44186|issue:44361", "issue:43540|issue:43782", - "issue:43526|issue:43881", "issue:43316|issue:44913", + "issue:28530|issue:30064", "issue:29159|issue:36032", "issue:43550|issue:43653", - "issue:30064|issue:34634", "issue:43606|issue:43720", - "issue:44530|issue:46291", - "issue:45406|issue:45464", - "issue:43421|issue:45701", - "issue:42915|issue:43322", - "issue:45357|issue:46402", - "issue:43606|issue:43653", - "issue:43531|issue:45759", - "issue:44492|issue:44509", - "issue:34567|issue:35707", - "issue:43388|issue:45059", - "issue:43873|issue:45704", - "issue:42490|issue:43329", - "issue:44451|issue:44991", - "issue:43531|issue:44589", - "issue:44514|issue:44545" + "issue:30064|issue:34634", + "issue:44530|issue:46291" ], - "prepared_review_unit_hash": "8a7d5089d2feab82b259639f7345504f7ce5667fd45917744a18c877bcbe2308", + "prepared_review_unit_hash": "f64305b15a8ea1780fbdf52655989cc70d87c9e5a0121a6e4a97be8f287d48f6", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35557, - "estimated_input_tokens": 8890, - "estimated_eval_tokens": 18036 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35720, + "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 a grab-bag of unrelated issue reports. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched `padding=False` crash pair; the rest are different bugs, models, or subsystems and should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44514 is the earliest, more complete report of the exact batched `padding=False` crash; 44545 appears to be the same bug described again.", + "summary": "This cluster is a grab bag of mostly unrelated Transformers issues (tokenizers, model configs, offloading, vision processors, and a few loader regressions). The soft links are mostly topical similarity rather than true duplicates, so I would reject them all.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has high discussion/references and is a concrete loading-related regression, making it the best representative among these otherwise heterogeneous reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest representative issue here because it states the concrete failure mode clearly and matches the only true duplicate in the set.", + "best_issue_reason": "Issue 43749 is the most substantial and well-documented bug report in the set, with the clearest regression-style description and the most triage activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Different model families and failures: sliding_window behavior vs missing pad_token_idx in config." + "reason": "Both mention memory/quantization side effects, but one is int4/OOM and the other is an Apex RMSNorm leak in T5; different code paths and fixes." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Both are tokenizer regressions, but one is a Mistral regex patch crash and the other is wrong Granite token IDs; different code paths." + "reason": "Both involve memory/offload, but one is quantization offloading behavior and the other is mmap on Strix Halo causing OOM; not the same bug." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different tokenizer classes and symptoms; no evidence they share the same underlying bug." + "reason": "One is broken FSDP CPU RAM efficient loading, the other is non-persistent buffers being filled with junk; related area, different failure." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Masked-LM prediction regression vs recurrent state reset in a Qwen module; unrelated issues." + "reason": "torch.compile+SDPA on Bamba is unrelated to Bark CPU-offload device mismatch; only broad model-loading/runtime similarity." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Different multimodal models and failures: video processing ValueError vs from_pretrained weight_only error." + "reason": "Both are image-resolution related, but one is a processor/model input-size mismatch and the other is Perceiver interpolation failing; not the same bug." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "Tokenizer NER/padding crash vs vision processor output-size mismatch; different components and symptoms." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Config API discrepancy vs rotary_pct reload regression; different components and behavior." + "reason": "Both involve tokenization behavior changes, but one is a regression around processor.tokenizer/image passing and the other is a broader version-dependent tokenization change." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "General slow/fast tokenizer inconsistency is not the same bug as T5 add_special_tokens name conflict." + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained/register_for_auto_class." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration issue; no shared code-path." + "reason": "FineGrainedFP8Config failure is not the same as dequantized model loading with gpu+cpu offload." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." + "reason": "Segfault loading Llava Next and sinq save/load corruption are different model families and failure modes." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Both involve loading/offloading, but one is quantization CPU offload mismatch and the other is packed-weight unpacking during accelerate loading." + "reason": "Qwen3 auto device-map cuda assert is unrelated to Llava Next segmentation faults." }, { - "left": "issue:44530", - "right": "issue:46291", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels import/version requirements." + "reason": "Qwen3 device-map assert and failure to run 3d_parallel.py are distinct issues." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Gemma4Processor _tokenizer crash vs Qwen3.5 streaming inference failure; different processors and failures." + "reason": "High perplexity on gpt-oss and tokenization version changes are only loosely related; no clear same bug." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Runtime post-processor update bug is not the same as a broad tokenization change across versions." + "reason": "Torch version incompatibility is a dependency/runtime issue, while kernels import requires version or revision is a package metadata/API issue." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "FineGrainedFP8Config failure and Llava Next segfault are different loading issues." + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Different model families and different weight-loading/key-mapping problems." + "reason": "Both are Qwen/GPT model issues, but one is device-map CUDA assert and the other is tensor-parallel support; different problems." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "CPU offload/quantization issue is not the same as BigBirdTokenizer special-token registration." + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels import requirements." }, { "left": "issue:43531", - "right": "issue:45759", + "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and multimodal config unwrapping are separate generation/config issues." + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx mismatch are different config/model bugs." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "A typo in cache strategies is unrelated to docs still mentioning removed pipeline tasks." + "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BEiT label reduction bug is unrelated to glm-4v loading failure." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Metrics gathering last-batch truncation is unrelated to SAM3 text/box behavior." + "reason": "CamemBERT masked-LM prediction regression and Qwen3 recurrent-state reset are different model internals." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are different problems." + "reason": "Two tokenizer bugs, but one is LayoutLMv2 NER/padding crash and the other is MLuke task AttributeError; not the same issue." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Trailing-slash import warning is unrelated to undefined video-token helper names in multimodal processors." + "reason": "Video-input processing error in Qwen3OmniMoe differs from a from_pretrained weight_only loading error in Qwen3VL." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Both are tokenizer load failures, but the model targets differ and there is no concrete shared failing path." + "reason": "Gemma3TextConfig API discrepancy is not the same as GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Sliding_window Qwen3-MoE bug is unrelated to Float8 storage lookup failure." + "reason": "Early stopping metric resolution and void segmentation map processing are unrelated." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched `padding=False` crash; 44545 is a duplicate report of the same bug." + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer failures." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but one is a CPU-offload device mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in image processing and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 has no overlap with kernels import metadata requirements." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The duplicate call on issue:44514 / issue:44545 is well supported by matching titles, close timing, and inbound references. The rest of the soft-edge rejections are phrased cautiously and do not overstate shared root causes beyond what the issue titles suggest." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 15, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:33666", - "issue:34634", + "issue:34567", "issue:35707", "issue:39692", "issue:41720", + "issue:42490", "issue:42886", + "issue:42915", + "issue:43322", + "issue:43329", "issue:43381", + "issue:43388", "issue:43421", - "issue:43525", "issue:43531", - "issue:43540", - "issue:43596", + "issue:43606", "issue:43653", "issue:43746", "issue:43844", "issue:43873", "issue:43927", "issue:44062", - "issue:44186", - "issue:44220", "issue:44368", "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", "issue:44610", - "issue:44625", - "issue:44779", "issue:44843", "issue:44898", "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", + "issue:45059", "issue:45072", - "issue:45081", - "issue:45356", "issue:45357", - "issue:45479", + "issue:45406", + "issue:45464", "issue:45588", - "issue:45663", + "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:45907", "issue:45923", - "issue:46032", - "issue:46294", - "issue:46463", - "issue:46489" + "issue:46402" ], "soft_pairs": [ + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:44451|issue:44991", + "issue:43531|issue:44589", "issue:33666|issue:35707", - "issue:41720|issue:43746", "issue:44898|issue:45072", + "issue:44514|issue:44545", "issue:45759|issue:45859", + "issue:41720|issue:43746", "issue:45588|issue:45759", "issue:44368|issue:45357", "issue:44062|issue:44451", @@ -4843,233 +4893,212 @@ "issue:44987|issue:45042", "issue:39692|issue:44610", "issue:43381|issue:43844", - "issue:44918|issue:44936", "issue:42886|issue:44843", - "issue:43421|issue:43653", "issue:45704|issue:45923", - "issue:46032|issue:46463", - "issue:45704|issue:45859", - "issue:34634|issue:41720", - "issue:45663|issue:45923", - "issue:43421|issue:44186", - "issue:43525|issue:43531", - "issue:43381|issue:45704", - "issue:45081|issue:45356", - "issue:39692|issue:43873", - "issue:44625|issue:45479", - "issue:45356|issue:45907", - "issue:44779|issue:46489", - "issue:43596|issue:44220", - "issue:43540|issue:46294" + "issue:44918|issue:44936" ], - "prepared_review_unit_hash": "74824880c993943e43aebc41c7dcd09781716cf1364f96852f9cb504890ee40c", + "prepared_review_unit_hash": "a59e3c91807e8ac22e845c6ac45f853c612035001729169f145622e0d7fe4483", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36256, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36318, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "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 duplicate set. The only plausible duplicate-like pair is the DeepSeek tokenizer regression pair (44779/46489); the rest are clearly different bugs across unrelated models, configs, and code paths.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44779 is the broader, earlier DeepSeek tokenizer regression report; issue:46489 reads like a narrower follow-up gap in the same fix.", + "summary": "This set is mostly unrelated issues with one clear duplicate pair: the two `Qwen2_5_VLProcessor.apply_chat_template` crash reports. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44545 is the best canonical target: it describes the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input `padding=False` crash as 44514, with slightly more activity/inbound refs and a cleaner title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best representative because it captures the general DeepSeek tokenizer v5 regression, with 46489 acting as a specific downstream manifestation.", + "best_issue_reason": "issue:44545 is the strongest representative issue in this set because it is a concrete, reproducible bug report and the exact duplicate of 44514.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Different problems: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + "reason": "Different failures in different paths: Gemma4Processor `_tokenizer` attribute crash vs Qwen3.5 streaming chat/completions issue." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "Unrelated failures in different models: Qwen3 auto device mapping cudaErrorAssert vs GraniteSpeech PEFT checkpoint loading." + "reason": "Tokenizers post-processor update behavior is unrelated to a broad tokenization regression claim." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Different bugs and code paths: Perceiver resolution/interpolation vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different models and symptoms: Qwen3Moe FP8 config failure vs Llava Next segmentation fault." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Composite Qwen config unwrapping is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." + "reason": "Both involve Qwen3.5/SAM3-ish model loading, but they are distinct bugs with different failing code paths." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Flash-attention s_aux=None crash is a different issue from composite config unwrapping." + "reason": "A typo in cache strategy docs is not the same as stale pipeline-task documentation." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "A tied-embeddings warning in Qwen3.5 LoRA is not the same as the visual-encoder key save_pretrained regression." + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "AddedToken constructor kwargs collision and ScandiBERT load failure are different tokenizer/loading bugs." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `from_config` text_config unwrapping." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Both involve token metadata, but one is runtime post-processor updates and the other is config save/load losing custom token IDs." + "reason": "TrainerState token counting and progressive generation with embeddings/past KV are unrelated bugs." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Physical-intelligence/fast load failure is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Metric gathering last-batch truncation is unrelated to SAM3 text+boxes behavior." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Both are model/processor mismatch reports, but they concern different models and distinct failure modes." + "reason": "Quantization/offloading behavior is unrelated to T5's Apex RMSNorm memory leak." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth during random-init training." + "reason": "A trailing-slash import warning is unrelated to the multimodal token-counting video-branch bug." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different trainer failures and different code paths: unpacking embeddings in SFT vs evaluate() after train()." + "reason": "Both are tokenizer loading failures, but they affect different models and likely different loader paths." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both mention offline behavior, but 44843 is a specific _patch_mistral_regex network call bug; 42886 is a broader cache-loading failure." + "reason": "Qwen3-MoE sliding-window handling is unrelated to Float8 storage lookup failures." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "Related tokenizer special-token handling, but not the same bug: runtime post-processor updates vs BigBird mask-token registration/empty decode." + "reason": "Multi-GPU Qwen2-VL training and progressive generation are different problems." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Apex RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated issues." + "reason": "Perceiver image-size interpolation and bfloat16 dtype mismatch are unrelated." }, { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Mamba2 use_cache correctness and T5 decoder-input error messaging are different problems." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact `Qwen2_5_VLProcessor.apply_chat_template` batched-input `padding=False` crash; title-only variation." }, { - "left": "issue:45704", + "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different mechanisms and models: RMSNorm memory leak vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." + "reason": "Composite multimodal config unwrapping and CPU-offload rotary embedding compatibility are different code paths." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are unrelated." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to a trust_remote_code gradient-checkpointing flag." + "reason": "Flash-attention `s_aux=None` crash is unrelated to multimodal config unwrapping." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is LayoutLMv2 NER padding/truncation crashes." + "reason": "A config warning about `tie_word_embeddings` is not the same as incorrect visual-encoder keys in `save_pretrained`." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Different models and failures: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "AddedToken special-argument conflict is unrelated to model loading for ScandiBERT." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Eval-mode gradient checkpointing is not the same as the T5 apex.FusedRMSNorm memory leak." + "reason": "Runtime post-processor updates and save/load custom token ID loss are different tokenizer issues." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Same general mistral_regex area, but different concrete failures: backend_tokenizer AttributeError vs codec-handling regression/warning." + "reason": "Loading a specific model and PIL image processors requiring torchvision are unrelated." }, { "left": "issue:39692", - "right": "issue:43873", + "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model size mismatch are separate documentation/model issues." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Config propagation of num_labels in Qwen3.5 is unrelated to degenerate zero loss with single-label classification." + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are different training behaviors." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both describe the DeepSeek tokenizer producing incorrect output on transformers v5+, with 46489 appearing to be a narrower follow-up gap to the broader regression in 44779." + "reason": "Offline tokenizer cache loading and unconditional `model_info()` in `_patch_mistral_regex` are closely related to offline mode, but they are different bugs and not clearly the same code-path fix." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are unrelated." + "reason": "Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both are Qwen multimodal/video issues, but they affect different models and different code paths: a ValueError in Qwen3OmniMoe vs chat-template video token/feature mismatch in Qwen3.5-9B." + "reason": "Unpacking Qwen3.5 input embeddings in TRL SFT is unrelated to `trainer.evaluate()` failing after `trainer.train()`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek tokenizer pair (44779/46489) is the only defensible near-duplicate, and the other soft-edge rejections are appropriately cautious given the distinct titles and failure modes. No overstatement stands out." + "feedback": "The summary is grounded in the packet: the only clearly related pair is 44514/44545, whose titles are effectively identical, and the other soft-edge rejections stay conservative. No PRs are present in the packet." }, "evaluator_used": true, "retried": false, @@ -5080,312 +5109,312 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 16, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:30064", + "issue:34634", "issue:36010", - "issue:36331", "issue:39692", + "issue:41720", "issue:42915", "issue:43295", - "issue:43335", - "issue:43388", + "issue:43381", + "issue:43421", + "issue:43525", "issue:43531", "issue:43540", "issue:43550", + "issue:43596", "issue:43618", - "issue:43643", "issue:43653", "issue:43697", - "issue:43716", "issue:43720", "issue:43746", - "issue:43756", "issue:43782", "issue:43819", "issue:43873", - "issue:43950", "issue:43994", "issue:44008", "issue:44062", "issue:44077", "issue:44186", "issue:44220", - "issue:44448", "issue:44488", "issue:44625", "issue:44661", "issue:44671", - "issue:44821", - "issue:44843", - "issue:44877", "issue:44898", "issue:45072", "issue:45081", - "issue:45084", - "issue:45183", + "issue:45356", "issue:45381", "issue:45479", + "issue:45663", + "issue:45704", "issue:45834", - "issue:45987", + "issue:45859", + "issue:45907", + "issue:45923", "issue:46032", - "issue:46050" + "issue:46050", + "issue:46294", + "issue:46463" ], "soft_pairs": [ + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45704|issue:45859", + "issue:45663|issue:45923", + "issue:34634|issue:41720", + "issue:43525|issue:43531", + "issue:43421|issue:44186", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:44625|issue:45479", "issue:43994|issue:44671", "issue:43782|issue:45381", "issue:30064|issue:36010", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:44220|issue:44661", - "issue:43746|issue:46050", "issue:44077|issue:44625", + "issue:43746|issue:46050", + "issue:43618|issue:43697", "issue:42915|issue:43746", "issue:43550|issue:45072", - "issue:43618|issue:43697", "issue:43295|issue:45834", - "issue:43746|issue:43873", "issue:43550|issue:43819", "issue:43540|issue:44008", "issue:44186|issue:44898", "issue:44062|issue:44488", - "issue:43653|issue:43819", - "issue:45183|issue:45479", - "issue:43531|issue:43643", - "issue:43716|issue:44008", - "issue:43335|issue:43756", - "issue:44843|issue:45081", - "issue:43643|issue:44877", - "issue:43388|issue:46032", - "issue:30064|issue:36331", - "issue:43950|issue:45987", - "issue:44448|issue:44671", - "issue:44821|issue:45084", - "issue:43540|issue:45381", - "issue:39692|issue:45834" + "issue:43653|issue:43819" ], - "prepared_review_unit_hash": "4e810144694455ed0ff75e6bc174083ccfaceb2d6467bd0b09336494ccf64c56", + "prepared_review_unit_hash": "937266fca631b655b269937aa864ccf1e1ed898df8c3bb110e67e52f134ac32d", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37316, - "estimated_input_tokens": 9329, - "estimated_eval_tokens": 18914 + "serialized_chars": 37243, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: the items are mostly unrelated Transformers bug reports spanning config loading, tokenizer behavior, quantization, multimodal preprocessing, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43643 is the broadest, most generally framed regression in the set and best fits the accidental config/loading theme that appears in a few soft matches, though the cluster is not a true duplicate group.", + "summary": "This cluster is a loose mix of unrelated Transformers bug reports and feature requests. The soft pairs share broad subsystems at most, but none look like the same underlying defect or change, so all should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46032 is the strongest standalone bug report: it is open, recent, has a precise incorrect-results description, and clearly documents the failing code path across CPU/GPU paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43643 is the most usable cluster anchor: concrete API path, clear regression framing, and the most general problem statement among the candidates.", + "best_issue_reason": "Issue 46032 is the highest-signal issue here overall because it is concrete, reproducible, and actionable, with clear user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Both are model-output quality regressions, but they involve different models and different failure modes (SigLIP2 inference vs CamemBERT MLM predictions)." + "reason": "Different bug classes: Mamba cache correctness vs T5 decoder-input error messaging." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "One is a Qwen3VL weight_only loading error; the other is a Qwen2.5-VL video position-id bug. Same family, different concrete bug." + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is BigBird special-token registration." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "ImageProcessor void segmentation maps and GenerationMixin import errors are unrelated subsystems and failures." + "reason": "Unrelated issues: T5 Apex RMSNorm memory leak vs Qwen3 MoE CPU offload incompatibility." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Both mention quantization/CI, but one is a BitNet loading bug and the other is DAC latents vs forward-pass mismatch; not the same code path." + "reason": "Different model/runtime problems: Gemma FSDP2 shared_kv_state bug vs missing gradient-checkpointing flag." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue and BitNet accelerate-loading issue are unrelated tokenizer vs model-loading bugs." + "reason": "BarkProcessor voice preset failure and Qwen3 auto-device cuda assert are unrelated." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like/tokenizer mapping are different code paths with no shared bug." + "reason": "Missing pad_token_id in Llama4Config is not the same as Qwen3-MoE sliding_window behavior." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Both involve loading pretrained/quantized models, but one is PEFT adapter loading for GraniteSpeech and the other is sinq save/load corruption; different failure mechanics." + "reason": "Both are tokenizer-related, but one is special-token post-processing and the other is LayoutLMv2 NER/padding crashes." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "PatchTSMixer post_init validation and Qwen3.5 num_labels propagation are unrelated model/config bugs." + "reason": "Gradient checkpointing in eval mode is unrelated to the Apex RMSNorm leak." }, { - "left": "issue:42915", - "right": "issue:43746", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8 failure and GraniteSpeech PEFT checkpoint loading are different models and different bugs." + "reason": "Doc-example/model mismatch and quantization failure are not the same as offloading-with-quantization behavior." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Bamba torch.compile SDPA failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are distinct compile/dtype issues." + "reason": "Both touch fix_mistral_regex, but one is a backend_tokenizer AttributeError and the other is a Kimi tokenizer regression with codec handling." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 v5 output mismatch are different model-specific output changes." + "reason": "Deepspeed zero3/BertModel index error is unrelated to fbank feature extraction." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Processor.tokenizer regression and Kosmos2.5 OCR long-input index error are unrelated multimodal bugs." + "reason": "Tokenizer regression vs list_repo_files revision-forwarding bug are unrelated." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "PEFT local checkpoint loading and quantization offloading problems are both loading-related but not the same underlying defect." + "reason": "Both are video-input issues, but they affect different Qwen variants and different failure modes." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Bamba SDPA/torch.compile and DAC from_latents mismatch are separate implementation bugs." + "reason": "num_labels propagation in Qwen3.5 is unrelated to the single-label zero-loss classification bug." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio_mel_mask name collision are different multimodal failure points." + "reason": "Different models and symptoms: SigLIP2 incorrect outputs vs CamemBERT masked-LM prediction regression." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver non-default resolution failure are unrelated tokenizer vs vision-model issues." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position ids are different problems." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "AddedToken special-argument error and sleng-bert loading failure are not the same bug." + "reason": "ImageProcessor segmentation-map handling is unrelated to the GenerationMixin import error." }, { - "left": "issue:43653", + "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug and DAC latent/forward mismatch are unrelated failures." + "reason": "Packed-weight loading bug and DAC from_latents/STE mismatch do not share the same code path." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Input validation error messaging across models and single-label classification zero-loss bug are different behavior/logic issues." + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated code paths." + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping failures are different subsystems." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Mistral image preprocessor dtype mismatch and Gemma3n variable-name collision are different multimodal bugs." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are separate config-construction problems." + "reason": "PEFT local-checkpoint loading and sinq save/load quantization breakage are different issues." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both are Mistral regex-loading issues, but one is offline model_info() patching and the other is backend_tokenizer AttributeError; not the same concrete bug." + "reason": "CLIP attentions assignment and RTDetrV2 output changes are not the same bug." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "Both concern config loading, but one reports missing fields from trust_remote_code and the other strict config rejecting granite_speech; related theme, different defect." + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT loading are unrelated." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache corruption are unrelated training vs inference bugs." + "reason": "torch.compile SDPA failure is not the same as bfloat16 dtype mismatch." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Void segmentation maps in image processing and custom trainer loss signature mismatch are unrelated issues." + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Both involve cache/state semantics, but from_pretrained buffer corruption and StaticCache seq_length return type are different contracts and failures." + "reason": "Different failures: compile/SDPA vs DAC from_latents reconstruction mismatch." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM differences are separate model regressions." + "reason": "Video-input processing error and Gemma3n variable collision are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation type errors are unrelated loader/compiler issues." + "reason": "Tokenizer crash on NER/padding and Perceiver image-resolution failure are different bugs." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is video vision_position_ids in a different model/version." + "reason": "AddedToken constructor error and sleng-bert loading failure are not the same defect." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "SigLIP2 doc/example errors and Kosmos2.5 OCR long-input index errors are unrelated model-specific bugs." + "reason": "BigBird special-token registration and DAC STE mismatch are unrelated." } ] }, @@ -5399,291 +5428,269 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 17, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:28218", - "issue:29159", + "issue:30064", "issue:34634", "issue:36010", - "issue:42175", - "issue:43262", + "issue:36331", + "issue:39692", "issue:43322", - "issue:43404", + "issue:43335", + "issue:43388", "issue:43421", - "issue:43452", + "issue:43531", + "issue:43540", "issue:43577", - "issue:43582", "issue:43606", - "issue:43720", + "issue:43643", + "issue:43716", + "issue:43756", "issue:43782", "issue:43818", - "issue:43819", "issue:43825", - "issue:43827", - "issue:43906", + "issue:43950", "issue:43994", + "issue:44008", "issue:44186", "issue:44442", + "issue:44448", "issue:44479", "issue:44485", "issue:44509", - "issue:44561", - "issue:44610", "issue:44671", - "issue:44805", "issue:44811", - "issue:44857", - "issue:44936", + "issue:44821", + "issue:44843", + "issue:44877", "issue:44977", - "issue:44991", - "issue:45020", "issue:45072", "issue:45081", - "issue:45406", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", "issue:45584", "issue:45685", - "issue:45701", "issue:45834", "issue:45987", - "issue:46192", - "issue:46209", + "issue:46032", "issue:46294", "issue:46463" ], "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43531|issue:43643", + "issue:43335|issue:43756", + "issue:43388|issue:46032", + "issue:43643|issue:44877", + "issue:43716|issue:44008", + "issue:44843|issue:45081", + "issue:30064|issue:36331", + "issue:43950|issue:45987", + "issue:44821|issue:45084", + "issue:44448|issue:44671", + "issue:39692|issue:45834", "issue:43421|issue:44811", + "issue:43540|issue:45381", "issue:45584|issue:45834", "issue:43577|issue:43818", "issue:43782|issue:44977", "issue:43606|issue:45072", - "issue:43322|issue:45685", - "issue:44186|issue:44442", "issue:44479|issue:45834", + "issue:44186|issue:44442", "issue:46294|issue:46463", + "issue:43322|issue:45685", "issue:43825|issue:43994", "issue:34634|issue:36010", - "issue:44485|issue:44509", - "issue:28218|issue:29159", - "issue:44805|issue:44936", - "issue:44561|issue:45020", - "issue:43452|issue:44991", - "issue:45987|issue:46192", - "issue:43720|issue:45072", - "issue:44610|issue:45072", - "issue:43577|issue:43582", - "issue:43825|issue:43827", - "issue:45081|issue:45406", - "issue:42175|issue:45081", - "issue:43582|issue:44857", - "issue:43404|issue:43782", - "issue:43262|issue:43819", - "issue:44671|issue:45701", - "issue:43906|issue:46209" + "issue:44485|issue:44509" ], - "prepared_review_unit_hash": "7274eae09c933728537b1f6dc5ca6499f0106f952bc5e2d1715f1aeb9bf5298b", + "prepared_review_unit_hash": "442e473d8494ade2f15614784f242324de9868ae64bb26a98894102f066f8f47", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36256, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35073, + "estimated_input_tokens": 8769, + "estimated_eval_tokens": 17794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose tokenizer/processor-and-model-regression grouping, but the items are too heterogeneous to treat as one duplicate set. I would not merge any of the soft-edge pairs.", - "confidence": 0.84, - "canonical_issue_reason": "If forced to pick one representative issue, issue:45701 is the broadest umbrella for the tokenizer/version-regression theme; however, the cluster is too mixed for a true canonical duplicate.", + "summary": "This cluster is mostly heterogeneous: most items are unrelated model/config/regression bugs that only share broad Transformers similarity. The only near-adjacent pair is the Mistral tokenizer helper issues, but they still describe different failure modes, so no soft duplicates are accepted.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44843 is the most representative issue in the cluster: it has strong discussion activity, an inbound reference, and sits in the only clearly related sub-area (_patch_mistral_regex / tokenizer loading) among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most representative title-wise for the shared tokenizer-behavior subset, but it still does not cover the unrelated loading, multimodal, and docs issues.", + "best_issue_reason": "issue:44843 is the best overall representative because it is a concrete, well-documented regression with clear user impact and stronger cross-references than the surrounding items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Both involve tokenizer/processor behavior, but one is post-processor syncing for modified special tokens and the other is Whisper batch decoding; different code paths." + "reason": "Wrong input validation/XOR error vs a zero-loss classification bug; different code paths and symptoms." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Whisper empty transcription after align_special_tokens is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Qwen3-MoE sliding-window behavior vs trust_remote_code config field loss; not the same bug." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are distinct bugs." + "reason": "Sparse-layer creation bug vs RoPE-layer drop bug; both are model-arch issues but unrelated." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation failure are different problems." + "reason": "Metric label truncation in gather_for_metrics vs incorrect use_cache results in Mamba2Mixer; distinct problems." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection; different underlying failures." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Llava Next segfault on load and MPS histogram int failure are unrelated." + "reason": "Mistral-3 dtype mismatch vs Gemma3n variable-name collision causing AttributeError; unrelated." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer issues, but one is LayoutLMv2 NER padding/truncation crashes and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Both touch _patch_mistral_regex, but one fails due to an unconditional model_info() call/offline mode and the other due to missing backend_tokenizer; related area, different concrete bugs." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both are multimodal input regressions, but Qwen video-input tokenization and Kosmos2.5 long OCR index errors are not the same bug." + "reason": "Image segmentation-map processing bug vs Trainer compute_loss kwarg regression; no shared code path." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Qwen3.5 video feature/token mismatch and T5 decoder-input validation errors are unrelated." + "reason": "from_pretrained corrupting non-persistent buffers vs StaticCache seq-length return-type bug; different subsystems." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "A v5 error-message/docs regression and a model-output correctness bug are different issues." + "reason": "AutoImageProcessor URL-loading failure vs template compilation error; unrelated." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import removal are unrelated." + "reason": "Different model regressions (Pegasus output drift vs CamemBERT masked-LM predictions), not a duplicate bug." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is not the same as docs still mentioning removed pipeline tasks." + "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR index error; docs/example issue vs runtime model bug." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Additional-space-after-added-token is a specific tokenizer bug; slow-vs-fast inconsistency is broader and could have many causes." + "reason": "Tokenizer post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different components." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "A mask/index shape error is unrelated to trainer.evaluate() failing after train()." + "reason": "Qwen3OmniMoe video-input ValueError vs qwen2.5-vl vision_position_ids regression; different failure modes." }, { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Removal of is_torch_fx_available is one specific remote_code breakage, while the other issue is a broad umbrella report; not clearly the same fix." - }, - { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "gguf_file loading breakage and est-roberta tokenizer loading failure are different loader/model cases." + "reason": "Whisper empty-transcription generation issue vs Kosmos2.5 long OCR input index error; unrelated." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "StaticCache seq-length return type and return_tensors being ignored are unrelated API bugs." + "reason": "Blip2 dtype handling vs Video-LLaVA temporal-attention/weight-sharing issue; not the same bug." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from bfloat16 dtype mismatches." + "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug; different code paths." }, { - "left": "issue:44610", + "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Processor/model input-size mismatch and dtype mismatch are unrelated." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "BLIP2 dtype loading and Apple Silicon TypeError in caching_allocator_warmup are unrelated." - }, - { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "Both touch v5 pipeline removal, but one is an error-message issue and the other is docs cleanup; not the same underlying bug." + "reason": "Bark CPU offload device mismatch vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; distinct regressions." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different attribute/access problems." + "reason": "Qwen video-input regression vs Kosmos2.5 OCR indexing; no substantive overlap." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Missing tensorflow in the torch extra and a tokenizer regex crash are unrelated." + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Apple Silicon TypeError and CUDA float16 AMP loss crash are different platform-specific issues." + "reason": "Qwen3.5 video chat-template mismatch vs T5 decoder-input validation messaging; different models and failures." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are different model-weight bugs." + "reason": "Llava Next loading segfault vs MPS histogram-not-implemented error in moe; different runtime issues." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC from_latents/STE mismatch are unrelated." + "reason": "Pipeline docs mentioning removed tasks vs SigLIP2 AutoModel/pipeline nonsensical results; docs cleanup and model behavior are not the same bug." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "CamemBERT masked-LM regression and a generic tokenization-version change report are not the same concrete bug." + "reason": "BarkProcessor voice_preset bug vs GenerationMixin import error; unrelated." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "An isolated reproduction of an older issue and FP8 inference failure on B200 are unrelated." + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; different scope and problem." } ] }, @@ -5697,942 +5704,905 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 18, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:34634", - "issue:36010", - "issue:36331", - "issue:38175", - "issue:39692", + "issue:28218", + "issue:29159", + "issue:42175", "issue:43262", "issue:43329", + "issue:43404", + "issue:43452", "issue:43526", - "issue:43531", "issue:43550", + "issue:43577", + "issue:43582", "issue:43638", "issue:43644", - "issue:43645", - "issue:43650", "issue:43653", "issue:43697", "issue:43720", "issue:43742", - "issue:43746", "issue:43749", + "issue:43782", "issue:43819", - "issue:43854", + "issue:43825", + "issue:43827", "issue:43906", - "issue:43927", "issue:44060", "issue:44368", - "issue:44387", - "issue:44554", + "issue:44561", "issue:44589", "issue:44610", - "issue:44617", - "issue:44811", + "issue:44671", + "issue:44805", + "issue:44857", "issue:44912", "issue:44936", - "issue:44977", + "issue:44991", "issue:45003", "issue:45020", "issue:45042", + "issue:45072", + "issue:45081", "issue:45084", - "issue:45372", - "issue:45459", + "issue:45406", "issue:45538", "issue:45600", - "issue:45803", - "issue:46285", - "issue:46326", - "issue:46421", - "issue:46424" + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285" ], "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43452|issue:44991", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:43262|issue:43819", + "issue:44671|issue:45701", "issue:45003|issue:46285", "issue:43526|issue:43697", "issue:43653|issue:44912", + "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:45084|issue:45538", + "issue:43906|issue:46209", "issue:43742|issue:45020", + "issue:45084|issue:45538", "issue:43329|issue:45600", "issue:44589|issue:45042", "issue:43644|issue:43749", - "issue:43638|issue:44936", - "issue:43650|issue:43906", "issue:43550|issue:44912", - "issue:43746|issue:44811", - "issue:34634|issue:36331", - "issue:43819|issue:43927", - "issue:45372|issue:46326", - "issue:36010|issue:43645", - "issue:43720|issue:44610", - "issue:38175|issue:44610", - "issue:43854|issue:44977", - "issue:36010|issue:36331", - "issue:46421|issue:46424", - "issue:43531|issue:45042", - "issue:44387|issue:44617", - "issue:39692|issue:44912", - "issue:45459|issue:45803", - "issue:43526|issue:44554", - "issue:43262|issue:44811" + "issue:43638|issue:44936" ], - "prepared_review_unit_hash": "88b2d7a90ad82343b70cd7ef1a78af9955ff2bc0268c2fd93d6c8b3ceebb9b33", + "prepared_review_unit_hash": "0d04f208633fa4ecd6f82c8d8e843e03c1bf088973773a32e185ee08a6dfdd29", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36248, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "soft_pair_count": 27, + "serialized_chars": 36079, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated transformer bugs spanning loading, quantization, processors, trainers, cache, and docs. None of the soft edges look like the same concrete bug/change, so all candidate duplicate links should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the items are too diverse across unrelated subsystems and failure modes.", + "summary": "Mostly unrelated issues were grouped together; only one pair looks plausibly like the same v5 remote-code regression. The rest are distinct bugs, warnings, or unrelated subsystem failures.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative report of the remote_code breakage in recent transformers versions; 44561 is a narrower specific cause within that same regression family.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue:45020 is the broadest regression-style report, but it is not a true cluster canonical for the rest.", + "best_issue_reason": "Issue 45020 is the best cluster representative because it describes the general user-visible failure mode and has the broadest scope among the near-duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45003", - "right": "issue:46285", - "accept": false, - "reason": "Different problems: unsafe sys.modules access vs CLIP text-model structural inconsistency." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "Different models and failures: label reduction bug vs output divergence in RTDetrV2." + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "Both describe recent v5 breakage for remote_code/trust_remote_code models; 44561 is a specific root cause, while 45020 is the broader regression report." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Tokenizer special-token registration bug vs MXFP4 quantization load fallback." + "reason": "Different code paths: one is a StaticCache return-type contract bug, the other ignores return_tensors when text_kwargs is passed." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Both are Qwen warnings, but they describe different tied-weights/config issues." + "reason": "Both involve loading/tokenizer behavior, but the concrete failures and likely fixes differ (gguf_file handling vs a specific tokenizer load failure)." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Non-template node compilation error is unrelated to CLIPTokenizer max_length behavior." + "reason": "One is a mask/index shape mismatch error, the other is an evaluate-after-train failure; no shared underlying bug is evident." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "MobileLLM key error during loading is not the same as remote_code breakage." + "reason": "The second is a broad slow-vs-fast tokenizer inconsistency report; the first is a specific added-token spacing symptom, but they are not clearly the same bug." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Undefined video-token variables vs stale auto_mappings config references." + "reason": "Unrelated model issues: input-size mismatch for OmDet-Turbo vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Storage-object type error is unrelated to PIL backend requiring torchvision." + "reason": "Different failures: packed-weight unpacking during loading vs bfloat16 dtype mismatch." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Non-persistent buffer junk vs FSDP CPU RAM efficient loading are different loading bugs." + "reason": "BLIP2 dtype loading issue and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Zero3/BERT training index error is not the same as evaluate-after-train failure." + "reason": "One is an error-message wording bug, the other is stale docs; related theme, but not the same underlying defect." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Placeholder/invalid issue vs reproduction of an external upstream bug." + "reason": "TensorFlow packaging/backend inclusion and Mistral tokenizer regex patching are unrelated." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to MXFP4 quantization loading." + "reason": "Apple Silicon warmup TypeError is unrelated to CUDA AMP loss crashes." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Different model families and failures: tied lm_head weights vs weight_only loading error." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer compute_loss signature mismatch." + "reason": "Audio processor sampling-rate default bug and DAC STE mismatch are separate issues." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig custom token IDs loss." + "reason": "CamemBERT masked-LM regression and general tokenization changes are too broad and not the same bug." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "ImportError in Gemma 4 processor loading vs continue_final_message tokenizer behavior." + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are unrelated code-paths." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "GenerationMixin import breakage and Jupyter custom-model initialization are different failures." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different problems." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to OmDet-Turbo image-size mismatch." + "reason": "Tokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Zero probabilities in SigLIP2 are not the same as processor/model input-size mismatch." + "reason": "Both are init/load-time attribute errors, but one is Mistral tokenizer regex patching and the other is Gemma4Processor missing _tokenizer; no shared root cause." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "GLM-4.7-Flash loading/test issue is unrelated to Qwen3.5 flash-attention generation." + "reason": "Both mention tied-weights warnings in Qwen models, but one reports an incorrect weight-tie bug while the other is about a configuration warning during LoRA fine-tuning." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss keyword mismatch are unrelated." + "reason": "An isolated reproduction of an older issue and an FP8 inference failure are not the same bug." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Chunked-prefill recompilation and max_cache_length handling are different cache bugs." + "reason": "MobileLLM loading key error is not the same as the broader remote_code regression." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision dependency." + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Int4 quantization reserved-memory/OOM regression is not the same as Sam3Video OOM." + "reason": "Multimodal token counting bug and auto_mappings stale config references are unrelated." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Documentation example errors are unrelated to MXFP4 quantization loading." + "reason": "Float8 storage lookup error and PIL backend torchvision requirement are unrelated." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both involve exception handling, but they are different code paths and bugs." + "reason": "Non-persistent buffer initialization bug and FSDP CPU RAM efficient loading failure are different issues." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to MPS attention correctness." + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are distinct model/runtime problems." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Audio apply_chat_template sample-rate default bug is unrelated to Whisper batch_decode behavior." + "reason": "DeepSpeed Zero3 index error and trainer evaluate-after-train failure do not share a concrete root cause." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair is conservatively justified by the issue titles: 44561 names a specific v5 remote_code breakage cause, while 45020 is the broader user-facing regression report. The remaining pairs are appropriately treated as non-duplicates based on distinct failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 19, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:24643", - "issue:29159", - "issue:33357", "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", "issue:38175", + "issue:39692", "issue:40990", - "issue:41720", "issue:42490", - "issue:42915", "issue:43257", - "issue:43317", + "issue:43262", "issue:43329", "issue:43450", - "issue:43452", "issue:43454", - "issue:43540", + "issue:43526", + "issue:43531", "issue:43577", - "issue:43582", "issue:43606", "issue:43643", - "issue:43697", - "issue:43742", + "issue:43645", + "issue:43650", + "issue:43720", + "issue:43746", "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", "issue:43927", - "issue:43931", - "issue:44062", "issue:44291", + "issue:44387", "issue:44479", - "issue:44560", + "issue:44554", "issue:44568", - "issue:44821", - "issue:44849", - "issue:44898", + "issue:44610", + "issue:44617", + "issue:44811", "issue:44912", - "issue:44987", - "issue:44991", + "issue:44977", "issue:45042", - "issue:45137", "issue:45356", - "issue:45357", - "issue:45381", - "issue:45405", - "issue:45488", - "issue:45538", - "issue:45701", + "issue:45372", + "issue:45459", "issue:45759", + "issue:45803", "issue:45859", - "issue:45907" + "issue:46326", + "issue:46421", + "issue:46424" ], "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43650|issue:43906", + "issue:36010|issue:43645", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:46421|issue:46424", + "issue:43854|issue:44977", + "issue:36010|issue:36331", + "issue:39692|issue:44912", + "issue:44387|issue:44617", + "issue:43531|issue:45042", + "issue:45459|issue:45803", + "issue:43526|issue:44554", "issue:43749|issue:44291", + "issue:43262|issue:44811", "issue:43257|issue:43329", - "issue:43454|issue:43577", "issue:43643|issue:45759", - "issue:43329|issue:43450", + "issue:43454|issue:43577", + "issue:45372|issue:46326", "issue:42490|issue:43257", - "issue:34567|issue:40990", - "issue:29159|issue:34567", + "issue:43329|issue:43450", "issue:43606|issue:45859", - "issue:44568|issue:45356", + "issue:34567|issue:40990", "issue:43329|issue:44479", - "issue:42915|issue:43742", - "issue:44291|issue:45042", - "issue:43257|issue:43931", - "issue:42915|issue:44821", - "issue:43927|issue:44912", - "issue:43697|issue:45357", - "issue:44849|issue:45701", - "issue:43452|issue:43582", - "issue:42915|issue:45538", - "issue:44987|issue:45538", - "issue:33357|issue:34567", - "issue:41720|issue:43540", - "issue:43317|issue:45538", - "issue:45137|issue:45405", - "issue:44568|issue:45488", - "issue:43540|issue:44479", - "issue:43540|issue:44560", - "issue:44479|issue:45381", - "issue:24643|issue:29159", - "issue:44987|issue:45907", - "issue:43742|issue:44291", - "issue:44062|issue:44991", - "issue:38175|issue:44898" + "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "161175e3805883b4c289c5da722d4bd2f3e42bc7b1bb8b455c9e38bf091146a2", + "prepared_review_unit_hash": "8902764df33d2df481318c4a9f5d104ab0d4c60fb1f1a70371adbe2524583d31", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38000, - "estimated_input_tokens": 9500, - "estimated_eval_tokens": 19256 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35604, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely heterogeneous and do not form a real duplicate cluster. They span unrelated tokenizer, vision, loading, offload, quantization, and training-state bugs. All soft-edge pairs were rejected as not the same concrete underlying issue.", - "confidence": 0.95, - "canonical_issue_reason": "No true canonical duplicate exists here; if a representative issue is needed, #45701 is the broadest tokenization-regression report and the closest thing to an umbrella issue.", + "summary": "Most suggested pairs are false positives: they share a broad subsystem name (loading, quantization, processors, cache, offload) but describe different concrete failures. The only plausible duplicate is the Qwen video-path regression pair, where the broader v5.3.0 video input regression likely subsumes the specific undefined-variable bug in `_get_num_multimodal_tokens`.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broader, more user-facing report and appears to subsume the specific video-token helper failure described in issue:43329.", "canonical_pr_reason": null, - "best_issue_reason": "#45701 is the most general and centrally relevant issue in this set, with broad tokenizer-version regression framing and inbound references, so it is the best representative issue despite the cluster being heterogeneous.", + "best_issue_reason": "issue:44479 is the best anchor for the duplicate cluster because it covers the wider regression surface across multiple Qwen video models while matching the same code path implied by issue:43329.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both are model-loading failures, but they involve different mechanisms: FSDP CPU RAM-efficient loading vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "Different features and failures: GraniteSpeech PEFT checkpoint loading vs Whisper batch decoding skip_special_tokens." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "One is Qwen3 MoE weight conversion under accelerate+deepspeed; the other is a multimodal video-token counting bug. Different code paths." + "reason": "Both are model-loading bugs, but one is DAC latent reconstruction mismatch and the other is DiaConfig save/load token-id loss." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are unrelated bugs in different model families." + "reason": "Unrelated areas: BarkProcessor voice_preset vs CustomTrainer compute_loss keyword regression." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both touch config/model loading, but one is missing fields from trust_remote_code and the other is text_config unwrapping for composite Qwen configs." + "reason": "Generic placeholder issue vs isolated reproduction of a different bug; no shared underlying code path is apparent." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both involve video/multimodal processing, but one is undefined variables in token counting and the other is batched video processor shape handling." + "reason": "Both mention Transformers 5.x import/init breakage, but one is GenerationMixin import removal and the other is custom model initialization in notebooks." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor input-size mismatch in OmDet-Turbo." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are separate training/runtime issues with no shared bug." + "reason": "Accelerate packed-weight unpacking bug vs image processor size mismatch; no same bug indication." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState not updating num_input_tokens_seen." + "reason": "Both involve cache behavior, but one is lazy initialization causing recompilation and the other is max_cache_length being honored only for quantized cache." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both mention CPU offload, but they are model-specific failures in different code paths and not one concrete bug." + "reason": "Different model families and failure modes: GLM-4.7-Flash load issues vs Qwen3.5 flash-attention generation regression." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion for mdeberta-v3-base and the other is Kimi-K2.5 codec/warning behavior." + "reason": "Import error for GenerationMixin is unrelated to a custom compute_loss signature mismatch." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "The general video regression in v5.3.0 is broader, but this pair is not the same concrete defect; one is undefined multimodal-token helpers, the other is a multi-model video-input regression." + "reason": "SigLIP2 documentation example errors are unrelated to git-oss-20b MXFP4 loading fallback." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are unrelated model-loading bugs." + "reason": "Both end in OOM, but one is int4 quantization reserved-memory growth and the other is a Sam3Video workload memory issue." }, { - "left": "issue:44291", + "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to PIL backend image processors incorrectly requiring torchvision." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3 MoE conversion under accelerate+deepspeed and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Qwen3-MoE sliding_window bug and PIL backend torchvision dependency regression are unrelated." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "FP8 config failure for Qwen3Moe is unrelated to AutoImageProcessor URL loading." + "reason": "Both concern exception handling, but they affect different tokenizer/conversion paths and different errors." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "DiaConfig custom token IDs persistence and git-oss MXFP4 quantization fallback are unrelated issues." + "reason": "BEiT label reduction bug is unrelated to an MPS attention correctness issue." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key corruption affect different models and behaviors." + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument compatibility." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is not the same as a broad tokenization regression." + "reason": "Audio processor chat-template sampling rate defaulting and Whisper batch_decode special-token handling are different bugs." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "gguf_file/from_pretrained handling and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Qwen3 MoE weight-conversion during accelerate+deepspeed loading is unrelated to multimodal video token counting undefined variables." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are separate concerns." + "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM text_config unwrapping are distinct configuration bugs." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to CLIPTokenizer's absurd max length value." + "reason": "AyaVision lm_head weight tying and Blip2 dtype propagation are unrelated." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "MacOS bus error with CLIP and TrainerState token counter stagnation are unrelated." + "reason": "Both touch mistral_common, but one is a missing ReasoningEffort import and the other is continue_final_message tokenizer behavior." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure modes." + "reason": "Trailing-slash local-path warning is unrelated to Qwen3 MoE weight conversion/loading." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "device_map dequantized offload failure is unrelated to CLIPTokenizer model_max_length." + "reason": "Both mention video, but one is a token-count helper crash and the other is a batched-shape bug in video processors." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION release mismatch are unrelated." + "reason": "Both are CPU-offload issues, but on different models and code paths; not the same bug." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both are tokenizer-related, but the BOS/EOS omission and ByteLevel-vs-Metaspace override are different bugs with different impacted models." + "reason": "TrainerState token counter bug is unrelated to GPT-OSS perplexity on WikiText-2." }, { - "left": "issue:43540", + "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Qwen3OmniMoe video ValueError is not the same concrete regression as the broader v5.3.0 multi-model video input issue." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and Qwen3-vl-embedding StopIteration are distinct video-processing bugs." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": false, - "reason": "The broad video regression and the qwen2.5-vl vision_position_ids bug are related in theme but not the same code-path defect." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed weight-shape error and tokenizer slow/fast inconsistency are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Loading a local model on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated repository/runtime issues." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "MobileLLM key error and init_empty_weights unexpected argument are different model-loading failures." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "AddedToken special-argument conflict and est-roberta tokenizer loading regression are not the same bug." + "accept": true, + "reason": "Both point to the same Qwen video-input regression; the undefined-variable bug in the video branch plausibly explains the broader v5.3.0 failure across affected models." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Zero probabilities in SigLIP2 and Perceiver non-default resolution failure are unrelated vision-model issues." + "reason": "Tokenizer special-token regression and Kimi-K2.5 codec/warning regression are different tokenizer bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The single accepted soft-edge pair is framed as a plausible same-code-path Qwen video regression, not as a proven duplicate, and the remaining pairs are conservatively rejected based on distinct titles/symptoms. No obvious overstatement is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 20, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:27957", - "issue:28282", - "issue:29127", + "issue:24643", + "issue:29159", + "issue:33357", "issue:34567", - "issue:34689", - "issue:36010", "issue:36331", - "issue:42175", + "issue:38175", + "issue:41720", + "issue:42915", "issue:43257", + "issue:43317", "issue:43404", "issue:43452", - "issue:43493", - "issue:43526", - "issue:43531", + "issue:43540", "issue:43577", + "issue:43582", "issue:43646", "issue:43696", + "issue:43697", "issue:43742", "issue:43749", - "issue:43756", - "issue:43824", "issue:43906", - "issue:43994", + "issue:43927", + "issue:43931", "issue:44062", "issue:44291", - "issue:44488", - "issue:44589", + "issue:44479", + "issue:44560", + "issue:44568", "issue:44737", - "issue:44756", - "issue:44792", "issue:44821", - "issue:44913", - "issue:44964", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", "issue:45042", "issue:45072", - "issue:45081", + "issue:45127", + "issue:45137", "issue:45357", "issue:45381", "issue:45405", - "issue:45479", - "issue:45588", - "issue:45600", - "issue:45823", - "issue:45920", - "issue:45987", - "issue:46121", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", "issue:46463", "issue:46468" ], "soft_pairs": [ + "issue:42915|issue:43742", + "issue:29159|issue:34567", + "issue:43404|issue:45127", + "issue:44291|issue:45042", + "issue:43257|issue:43931", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:41720|issue:43540", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:45137|issue:45405", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:44479|issue:45381", + "issue:43742|issue:44291", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:38175|issue:44898", "issue:44737|issue:46463", - "issue:43906|issue:46468", + "issue:44062|issue:44991", "issue:43257|issue:43696", + "issue:43906|issue:46468", "issue:34567|issue:36331", - "issue:43577|issue:45072", - "issue:44062|issue:45081", "issue:43646|issue:43749", - "issue:27957|issue:28282", - "issue:44737|issue:45588", - "issue:43493|issue:43994", - "issue:43404|issue:45987", - "issue:44291|issue:44821", - "issue:36010|issue:42175", - "issue:44792|issue:44964", - "issue:28282|issue:34689", - "issue:42175|issue:43824", - "issue:45823|issue:46463", - "issue:43749|issue:44756", - "issue:45042|issue:45081", - "issue:43742|issue:44589", - "issue:43452|issue:44488", - "issue:43257|issue:43756", - "issue:43906|issue:45381", - "issue:45357|issue:45920", - "issue:45405|issue:45600", - "issue:28282|issue:29127", - "issue:43531|issue:44821", - "issue:43526|issue:45479", - "issue:44913|issue:46121" + "issue:43577|issue:45072" ], - "prepared_review_unit_hash": "53c9d840a0b7244cd2ca44cb36f0a0aa901185b50d9f4238db38009cffc1e058", + "prepared_review_unit_hash": "c691f9ffa20359ce1a6e5e14d4f7433d15ca81a2fab297fbb9f49dd614c23d69", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36599, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "soft_pair_count": 31, + "serialized_chars": 36976, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "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 plausible duplicate-like pair is the SigLIP2 implementation mismatch / nonsensical output reports; the rest are distinct model-, loader-, or infrastructure-specific bugs.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43493 is the best root-cause-style issue: it describes the underlying SigLIP2 HF-vs-JAX discrepancy, which plausibly explains the downstream nonsensical outputs reported in issue:43994.", + "summary": "This set is mostly unrelated issues across different models/features. The only plausible duplicate pair is the Qwen video-input regression cluster: issue 44479 appears to be the broader report, and 45381 looks like a narrower manifestation of the same underlying vision-position-id/video-input bug.", + "confidence": 0.89, + "canonical_issue_reason": "Choose issue 44479 as canonical: it describes the broader Qwen video-input regression across multiple model variants, while 45381 is a narrower Qwen2.5-VL-specific report that fits the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the clearest and most general issue in the cluster: it names the concrete model family, identifies the implementation mismatch, and is more root-cause oriented than the symptom report.", + "best_issue_reason": "Issue 44479 is the best representative because it captures the widest affected surface area of the one plausible duplicate cluster and is the clearest anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different subsystems: XLNet CPU device placement vs T5 decoder-input validation error message." + "reason": "Both are model-loading failures, but they involve different models and different failure modes (FP8 config vs key error)." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "One is a minimal repro of a prior issue; the other is a broken Nemotron example. No clear same bug." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting; no shared code-path bug." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a CUDA OOM on GPT-oss-20b." + "reason": "Both mention tied weights, but one is a missing lm_head tie in a model class and the other is LoRA merge collapse after vocab extension; different concrete defects." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "TrainerState token counting bug and CustomTrainer kwarg incompatibility are different trainer issues." + "reason": "Unexpected init_empty_weights argument error is unrelated to PIL image processor torchvision requirements." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both mention dtype, but they affect different models and likely different code paths." + "reason": "Different Qwen loading problems: accelerate+deepspeed weight conversion vs VL weight-shape mismatch." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Tokenizer AddedToken kwarg collision is unrelated to the Mistral regex patch crash." + "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization fallback behavior." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are distinct failures." + "reason": "Different subsystems and errors; one is Qwen3Moe FP8 loading, the other is AutoImageProcessor URL loading." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing PyTorch installation error." + "reason": "RTDetrV2 output drift in v5 is not the same bug as Qwen3.5 visual encoder key serialization." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "XLNet CPU tensor creation bug and flash-attention sink handling crash are unrelated." + "reason": "GGUF tokenizer/model loading failure is unrelated to an Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation problem: HF outputs diverge from expected behavior and produce bad results." + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and tokenization-version drift are different issues." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Mistral3 lm_head tying and StaticCache sequence-length typing are different issues." + "reason": "FP8 loading failure and CLIPTokenizer max_length default are unrelated." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor-from-URL are unrelated loading bugs." + "reason": "Model loading failure for physical-intelligence/fast is not the same as CLIPTokenizer max_length behavior." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Importing GenerationMixin and missing TensorFlow backend support are unrelated environment/package issues." + "reason": "Both are Qwen-family failures, but one is auto device mapping/cuda assert and the other is video-input processing." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different models and failure modes." + "reason": "Dequantized model offload loading failure is unrelated to tokenizer max_length defaults." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Missing PyTorch import and Llama 3.2 Vision load regression are unrelated." + "reason": "MacOS CLIP bus error is unrelated to TrainerState token accounting." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Backend packaging problem and missing Qwen2.5-VL symbol are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Gemma4 device-map mismatch is unrelated to T5 decoder-input validation messaging." + "reason": "Both concern video inputs, but they target different Qwen models and different failure manifestations; not enough evidence of the same concrete bug." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are different memory/loading fixes." + "reason": "Different Qwen video-input errors on different model families; no clear shared underlying defect." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "PIL image processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + "reason": "Both are tokenizer-related, but one is add_special_tokens/BOS-EOS behavior and the other is tokenizer.json pre-tokenizer override; distinct bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These describe the same Qwen video-input regression; 45381 is a specific Qwen2.5-VL manifestation of the broader regression reported in 44479." }, { "left": "issue:43742", - "right": "issue:44589", + "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup failure are unrelated loading/runtime errors." + "reason": "Different loading errors with no shared code path or model behavior." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "gguf_file handling and loading cjvt/sleng-bert are different tokenizer/model-loading problems." + "reason": "One is a model-loading failure and the other is an API regression in list_repo_files forwarding revision." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer mismatch are unrelated model-specific bugs." + "reason": "DeepSpeed training RuntimeError and tokenizer inconsistency are unrelated." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Isolated repro of an earlier issue and Qwen2.5-VL video vision_position_ids bug are unrelated." + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are different vision-model issues." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression and tokenizer wrong-token-ID regression are different bugs." + "reason": "XLNet CPU arange regression is unrelated to T5 decoder-input validation messaging." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Version bump to unreleased PEFT and stale auto_mappings config references are unrelated CI/package issues." + "reason": "AddedToken special-argument collision and est-roberta tokenizer loading failure are not the same bug." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Missing PyTorch import and LayoutLMv3 box-clarity error message are unrelated." + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are different problems." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "One is a reproduction of an existing issue; the other is a broken official Nemotron example. No evidence they are the same bug." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and zero-loss single-label classification bug are not the same issue." + "reason": "TrainerState token counting and CustomTrainer compute_loss signature breakage are separate trainer issues." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage in Transformers 5.0 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "GPTNeoX rotary_pct reload regression and rope-params JSON list handling are different config bugs." + "reason": "Blip2 dtype persistence and SwitchTransformers/TimmWrapperModel bf16 mismatch are different dtype-related bugs, not the same concrete failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43493 and issue:43994, is plausibly the same SigLIP2 bug class, while the other pairs are reasonably rejected as distinct failures. No overstatement stands out." + "feedback": "The conclusions are grounded in the packet and the soft-edge judgments are conservative overall. The 44479/45381 linkage is supported by the shared Qwen video-input / vision_position_ids context, and the rest of the pair rejections stay appropriately cautious given only title-level evidence." }, "evaluator_used": true, "retried": false, @@ -6643,625 +6613,582 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 21, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:24643", "issue:27957", + "issue:28282", "issue:29127", - "issue:29159", - "issue:30064", - "issue:33357", - "issue:33666", - "issue:38175", - "issue:41762", - "issue:43295", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:43257", + "issue:43404", "issue:43452", - "issue:43577", - "issue:43582", + "issue:43493", + "issue:43526", + "issue:43531", "issue:43643", - "issue:43653", "issue:43697", - "issue:43720", + "issue:43742", + "issue:43749", "issue:43756", - "issue:43819", - "issue:44361", - "issue:44442", - "issue:44466", - "issue:44484", - "issue:44514", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", "issue:44568", - "issue:44625", - "issue:44704", - "issue:44811", - "issue:44843", - "issue:44877", - "issue:44898", - "issue:44936", - "issue:44977", - "issue:45005", - "issue:45200", + "issue:44589", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", "issue:45216", - "issue:45325", - "issue:45356", - "issue:45372", + "issue:45357", "issue:45375", "issue:45381", - "issue:45542", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", "issue:45823", - "issue:46170", - "issue:46178", + "issue:45920", + "issue:45987", + "issue:46121", "issue:46399", - "issue:46463" + "issue:46463", + "issue:46491" ], "soft_pairs": [ + "issue:44568|issue:46491", + "issue:44737|issue:45588", + "issue:44062|issue:45081", + "issue:43493|issue:43994", + "issue:27957|issue:28282", + "issue:43404|issue:45987", + "issue:44792|issue:44964", + "issue:36010|issue:42175", + "issue:44291|issue:44821", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:43749|issue:44756", + "issue:45823|issue:46463", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43452|issue:44488", + "issue:43906|issue:45381", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:28282|issue:29127", + "issue:43531|issue:44821", "issue:43756|issue:46399", - "issue:43720|issue:44898", - "issue:43697|issue:45216", + "issue:44913|issue:46121", + "issue:43526|issue:45479", "issue:43643|issue:45375", - "issue:45200|issue:46463", - "issue:44625|issue:44877", - "issue:43582|issue:44977", - "issue:43756|issue:45325", - "issue:41762|issue:44936", - "issue:24643|issue:29127", - "issue:44514|issue:45381", - "issue:44466|issue:45005", - "issue:43452|issue:44843", - "issue:30064|issue:33666", - "issue:43819|issue:44811", - "issue:44361|issue:44442", - "issue:45372|issue:46170", - "issue:43653|issue:44361", - "issue:44936|issue:45823", - "issue:44484|issue:44704", - "issue:38175|issue:43295", - "issue:43295|issue:45356", - "issue:43452|issue:43577", - "issue:45542|issue:46178", - "issue:24643|issue:27957", - "issue:43577|issue:43697", - "issue:43653|issue:44568", - "issue:29159|issue:33357" + "issue:43697|issue:45216" ], - "prepared_review_unit_hash": "fea8f2d9a626c69cb73878586d79e316dc58a6d2c5a1f15747e2face71277a80", + "prepared_review_unit_hash": "bbb37cff7391431d48e7b9bf95046281e26274fe95cee16ecd17631b49e33de8", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35926, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issue reports. The only plausible duplicate pair is the v5 tied-weights/save_pretrained regression around translation models; the rest are superficially similar by topic but describe different models, code paths, or symptoms.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45005 is the broadest and most representative of the likely duplicate area: tied-weight serialization regressions in v5 for translation-style models.", + "summary": "This set is a heterogeneous collection of Transformer bugs and regressions across tokenizers, model loading, config handling, attention, and multimodal paths. The soft pairs mostly share surface-level subsystem similarity, but they do not appear to describe the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 best captures the underlying bug family and is phrased at the right abstraction level for a canonical tracker issue.", + "best_issue_reason": "issue:45920 is the broadest and most central regression report in the cluster, affecting multiple tokenizers/models rather than a single narrow edge case, so it is the closest thing to a representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Both mention RoPE-related internals, but one is a Smollm3 layer-selection bug and the other is a Qwen3.5 kernel registration crash; different failure modes and code paths." + "reason": "Both are tokenizer round-trip/token handling problems, but one is about add_special_tokens failing to add BOS/EOS for mDeBERTa, while the other is a CodeLlama leading-space encode\u2192decode regression. Different models and different failure modes." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Packed-weight loading in BitNet vs Perceiver image resizing/interpolation are unrelated bugs." + "reason": "XLNet CPU device placement in relative positional encoding is unrelated to a flash-attention crash on sink-less models; same general runtime area, but not the same bug." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "One is RTDetrV2 output drift in v5, the other is Qwen3.5 checkpoint saving correctness; both are regression reports but not the same concrete bug." + "reason": "Both involve tokenizer internals, but one is an AddedToken special-argument conflict and the other is a Mistral regex patch crashing on a missing backend_tokenizer attribute. Different code paths and symptoms." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Both involve config handling, but one is trust_remote_code missing fields in AutoConfig and the other is a strict-schema field drop in a specific Qwen vision config." + "reason": "Both concern SigLIP2 behavior, but one is a discrepancy vs the original JAX implementation and the other is nonsensical outputs when used via AutoModel/pipeline. Too broad to be the same concrete bug." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder-input validation error messaging are distinct model-specific issues." + "reason": "XLMRoberta Flash Attention 2 support and an AutoModel ImportError for missing PyTorch are unrelated issues." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Both touch config loading, but the first is missing num_labels propagation in Qwen3.5 while the second is strict loading of granite_speech config; different root causes." + "reason": "One is a weight-tying bug in Mistral3ForConditionalGeneration; the other is StaticCache.get_seq_length() returning the wrong type. Different components and failure modes." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Both affect model loading for multimodal models, but one is a janus image-generation test failure and the other is a Phi-4-multimodal load regression. No evidence they share the same code defect." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "Both involve RoPE/vision timing, but one is missing RoPE layers in Smollm3 and the other is incorrect still-image temporal position scaling in Qwen2.5-VL." + "reason": "Both are import/backend related, but one is a missing GenerationMixin import and the other is an installation/dependency packaging issue for TensorFlow in a torch-only install. Not the same bug." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate() failing after train are different training/evaluation bugs." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model-construction bug; AutoImageProcessor from URL is an image-processor loading issue. Different paths." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "DeepSpeed weight shape error and LayoutLMv3 error-message clarity are not the same underlying bug." + "reason": "Missing PyTorch for AutoModel and Llama 3.2 Vision load breakage are distinct; one is environment dependency detection, the other is a model-loading regression." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both are Qwen2.5-VL processor issues, but batched chat-template padding and video vision_position_ids are separate code paths." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both point to the same v5 tied-weights/save_pretrained regression for translation-style models; one is a concrete lm_head serialization symptom and the other is the broader tied-weights bug report." + "reason": "TensorFlow missing from a torch install is packaging-related, whereas Qwen2.5-VL import failure is a model export/import issue. No concrete shared bug." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both are from AutoTokenizer.from_pretrained, but one is gguf_file breaking tokenizer/model loading and the other is an unconditional model_info call breaking offline mode." + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo to avoid OOM are both memory-related, but they target different mechanisms and platforms." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Gemma4 PLE device mismatch during forward and T5 decoder-input validation error messaging are unrelated model/runtime issues." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skipping special tokens are different model/processor behaviors." + "reason": "PIL backend requiring torchvision and Mistral regex patch crashes are different subsystems and failure points." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer on tasks and the other is AutoTokenizer failing to load a specific tokenizer class." + "reason": "Loading facebook/MobileLLM-125M with a key error and missing Float8 storage object are separate loading/runtime failures." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Gemma 4 processor loading import error and Windows ROCm torch.distributed dependency issues are unrelated environment/code-path failures." + "reason": "Qwen3 MoE weights not converted under accelerate+deepspeed and Smollm3 RoPE layer mismatch are unrelated model-specific implementation bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "BigBird special-token registration/empty decode and MLukeTokenizer task AttributeError are different bugs." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and failure to load cjvt/sleng-bert are both loading issues, but they affect different APIs and likely different root causes." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Trainer post-train evaluation failure and Gemma4 PLE device mismatch during forward are unrelated." + "reason": "An isolated reproduction of an earlier issue and a qwen2.5-vl video position-id regression are not the same concrete bug." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Save_pretrained shard-size question and AutoProcessor kwargs forwarding are unrelated." + "reason": "A bumped MIN_PEFT_VERSION that is unreleased and stale auto_mappings references to removed configs are both maintenance regressions, but they are different fixes and different code paths." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Siglip2 zero-probabilities issue and processor.tokenizer regression are unrelated." + "reason": "Qwen3.5 save_pretrained visual-encoder key regression is a checkpoint serialization bug, while issue:45920 is a tokenizer ID regression affecting multiple models. Not the same defect." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Processor.tokenizer regression and Kimi-K2.5 tokenizer codec/regression issues are different failures." + "reason": "AutoModel missing PyTorch and a clearer error for insufficient layoutlmv3 boxes are unrelated." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor loading from URL are different features and failure modes." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Both concern backend selection, but one is missing TensorFlow with tensorboard installed and the other is an invalid tensorflow_text backend mapping error." + "reason": "Smollm3 RoPE-layer dropping and a missing decorator causing use_kernels=True crashes in Qwen3.5 are separate model/configuration bugs." }, { - "left": "issue:24643", - "right": "issue:27957", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "DeepSpeed weight-shape error and XLM-Roberta Flash Attention 2 issue are unrelated." + "reason": "GPTNeoX rotary_pct reload regression and convert_rope_params_to_dict rejecting JSON-loaded lists are both RoPE-related, but one is config persistence and the other is validation/type handling." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 v5 output drift are different bugs." + "reason": "BeitImageProcessorFast reduce_labels truncation and degenerate zero loss in sequence classification are unrelated preprocessing vs training-loss bugs." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "BigBird mask-token special-token registration and mdeberta BOS/EOS add_special_tokens behavior are separate tokenizer issues." + "reason": "Missing fields from trust_remote_code AutoConfig returns and Qwen3_5MoeVisionConfig dropping deepstack_visual_indexes are both config-field preservation issues, but for different config classes and mechanisms." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency and MacOS bus error with a CLIP community model are unrelated." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained regression are distinct problems affecting different model families and code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet. The only accepted soft pair, issue 44466 vs 45005, is a conservative and plausible duplicate match within the same tied-weights/save_pretrained v5 regression family. The remaining rejections stay appropriately narrow and do not overstate cross-issue similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 22, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:28282", - "issue:32090", - "issue:33666", - "issue:34567", - "issue:35141", - "issue:36010", - "issue:36331", - "issue:41720", - "issue:43262", + "issue:24643", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", "issue:43295", "issue:43452", - "issue:43504", "issue:43531", - "issue:43550", "issue:43577", - "issue:43606", - "issue:43643", + "issue:43582", "issue:43653", - "issue:43688", + "issue:43697", "issue:43720", "issue:43742", "issue:43756", - "issue:43927", - "issue:43994", + "issue:43819", "issue:44361", - "issue:44451", - "issue:44464", + "issue:44442", "issue:44466", + "issue:44484", "issue:44493", "issue:44514", - "issue:44561", - "issue:44610", - "issue:44743", - "issue:44821", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44811", "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", "issue:44977", "issue:44991", - "issue:45290", - "issue:45440", - "issue:45491", - "issue:45588", + "issue:45005", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", "issue:45823", - "issue:46002", "issue:46050", - "issue:46192", - "issue:46209", - "issue:46402" + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491" ], "soft_pairs": [ + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:44625|issue:44877", + "issue:43756|issue:45325", + "issue:42898|issue:46491", + "issue:43582|issue:44977", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:24643|issue:29127", + "issue:43452|issue:44843", + "issue:44514|issue:45381", + "issue:43819|issue:44811", + "issue:45372|issue:46170", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:44484|issue:44704", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43577|issue:43697", "issue:44493|issue:46050", + "issue:43653|issue:44568", "issue:44843|issue:44991", - "issue:43531|issue:43742", - "issue:44514|issue:45290", "issue:43756|issue:46402", - "issue:43653|issue:43927", - "issue:44464|issue:44743", - "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:28282|issue:35141", - "issue:44464|issue:44977", - "issue:32090|issue:34567", - "issue:43643|issue:44561", - "issue:45491|issue:46002", - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:44977|issue:46209", - "issue:32090|issue:33666", - "issue:43504|issue:44610", - "issue:33666|issue:36010", - "issue:44466|issue:46050", - "issue:43742|issue:44821", - "issue:43577|issue:45588", - "issue:41720|issue:44464", - "issue:43688|issue:45440", - "issue:28282|issue:32090", - "issue:43720|issue:43927", - "issue:43262|issue:43295", - "issue:43606|issue:43927", - "issue:43452|issue:44451", - "issue:45823|issue:46050", - "issue:33666|issue:36331", - "issue:43994|issue:46192" + "issue:29159|issue:33357", + "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "9ffd920b31d641f8301edcb4ad2acf66c1aa9e76cd732c65e909a7547223ee0b", + "prepared_review_unit_hash": "c7e5425f7b41036b03312bb955147e4b72f36b2bbc1ab69a46fae1a10db73d7b", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37191, - "estimated_input_tokens": 9298, - "estimated_eval_tokens": 18852 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad similarity bucket of unrelated Transformers bugs and regressions (loading, training, generation, processors, and model-specific failures). I don\u2019t see a safe duplicate canonical; the soft edges are mostly topical rather than the same underlying bug/change.", - "confidence": 0.17, - "canonical_issue_reason": "No single issue is a safe canonical: the items span many unrelated code paths and model families, with no strong duplicate evidence tying them to one underlying defect.", + "summary": "This cluster is a heterogeneous set of unrelated bug reports, mostly around tokenizers, processors, model loading, and generation regressions. The soft links are based on broad lexical similarity, not the same underlying defect, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a global best representative beyond superficial topical similarity; picking one would be arbitrary given the heterogeneous failure modes.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44493", - "right": "issue:46050", - "accept": false, - "reason": "Both mention model-state problems, but one is unexpected position-id keys while the other is quantized save/load breakage; different bugs." - }, - { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both are tokenizer-loading related, but one is an offline-mode Mistral regex/hub call issue and the other is a model-specific tokenizer load regression." + "reason": "Different subsystems and failure modes: BitNet loading/unpacking vs Perceiver positional interpolation." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key errors are different failure modes with no shared code-path evidence." + "reason": "Gemma 4 multimodal token defaults and T5 decoder-input validation are unrelated bugs." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both involve chat templates, but one is batching with padding=False and the other is assistant tool-call messages with no content." + "reason": "One is config propagation for Qwen3.5; the other is strict config rejection for granite_speech." }, { "left": "issue:43756", - "right": "issue:46402", - "accept": false, - "reason": "Different model-loading defects: Smollm3 RoPE-layer handling vs Sam3 text-encoder weights not loading." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBird special-token decode failure and DiaConfig token-ID loss after save/load are related only at a very high level." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Chunked generation with compiled forward and recurrent-state reset under cache are distinct generation bugs." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig custom token ID persistence." - }, - { - "left": "issue:43550", - "right": "issue:44361", + "right": "issue:45325", "accept": false, - "reason": "One is a compile/attention bug; the other is an MLukeTokenizer AttributeError on tasks." + "reason": "Both mention RoPE, but they affect different models and different logic paths." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "PyTorch missing ImportError and embedding reinitialization after resize are separate initialization issues." + "reason": "Both are tokenizer regressions, but one is a v5 cleanup-setting change and the other is a CodeLlama round-trip spacing bug." }, { - "left": "issue:44464", + "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but compiled chunked generation inconsistency and Qwen3.5 flash-attention failure are different bugs." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Trainer broadcast NoneType error and TrainerState num_input_tokens_seen not updating are not the same code-path." + "reason": "Gemma3 ZeRO-3 load failure and Trainer evaluate-after-train failure are distinct code paths." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Both touch trust_remote_code, but missing fields from AutoConfig and removal of is_torch_fx_available are separate regressions." + "reason": "Both involve tied weights, but they describe different serialization/loading behaviors and are not the same bug." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Gemma3 NaNs from sliding-window attention and NaNs in classification heads after checkout+init are different symptoms and causes." + "reason": "DeepSpeed training weight-shape error is unrelated to LayoutLMv3 box-info error messaging." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Legacy-field model loading and packed-weight unpacking during accelerate loading are unrelated load failures." + "reason": "Both affect from_pretrained/tokenizer loading, but one is gguf handling and the other is an offline model_info call in regex patching." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "BEiT preset loading and Bamba torch.compile SDPA failure do not share the same underlying bug." + "reason": "Both are Qwen2.5-VL issues, but one is batched chat template padding and the other is video vision_position_ids." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Flash-attention generation issues and FP8 inference on B200 are distinct hardware/attention problems." + "reason": "DAC latent reconstruction and Whisper batch_decode token skipping are unrelated." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are only broadly about training, not the same defect." + "reason": "Gemma 4 processor import regression is unrelated to Windows ROCm torch.distributed import/type errors." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "BEiT legacy-field loading and OmDet processor/model input-size mismatch are unrelated." + "reason": "Different tokenizer classes and different failures: MLuke task AttributeError vs FastSpeech2Conformer loading." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are completely different issues." + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are separate model/processor issues." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Inconsistent lm_head serialization and quantized sinq save/load breakage are both persistence bugs, but not the same one." + "reason": "Trainer lifecycle bug and Gemma4 device-map forward mismatch are not the same defect." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "MobileLLM key errors and AutoImageProcessor-from-URL loading are different loader paths and failures." + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer bugs." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwarg forwarding." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and compiled chunked generation inconsistency are separate runtime problems." + "reason": "gguf loading breakage and Blip2 dtype not propagating are different load-time bugs." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Aux-loss normalization and DeepseekV3MoE divergence are architecture-specific but not the same bug." + "reason": "Both concern TensorFlow backends, but one is missing TF installation handling and the other is an unsupported backend mapping entry." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Missing PyTorch ImportError and Trainer gpu_broadcast NoneType TypeError are unrelated." + "reason": "Different regressions in different tokenizer/processor code paths and different models." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Packed-weight loading and DiaConfig token-ID persistence do not share the same code path." + "reason": "Blip2 dtype propagation and RTDetrV2 output changes are unrelated." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image-passing regression are separate processor bugs." + "reason": "Unexpected position-id keys and sinq quantized save/load breakage are distinct issues." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "CPU offload device mismatch in bark-small and DiaConfig custom token ID loss are unrelated." + "reason": "BigBird mask-token registration and mDeBERTa special-token addition failure are different tokenizer bugs." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading failures, but gguf_file handling and ScandiBERT loading are not the same defect." + "reason": "Both are tokenizer-loading regressions, but the offline model_info bug is separate from the est-roberta loading failure." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Gemma4 auto device-map mismatch and sinq quantized save/load breakage are different runtime vs persistence issues." + "reason": "Smollm3 RoPE-layer dropping and Sam3Model text-encoder weights not loading are unrelated." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are distinct Trainer-related bugs." + "reason": "Tokenizer slow/fast inconsistency and CLIP MacOS bus error are unrelated." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Siglip2 nonsensical outputs and return_tensors being ignored are unrelated API/model-behavior issues." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-loading/runtime problems." } ] }, @@ -7275,312 +7202,333 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 23, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:33357", + "issue:28282", + "issue:32090", "issue:33666", + "issue:35141", + "issue:36010", + "issue:36331", "issue:39692", - "issue:43278", + "issue:41720", + "issue:43262", "issue:43295", - "issue:43334", + "issue:43452", "issue:43493", "issue:43504", "issue:43525", - "issue:43540", + "issue:43550", "issue:43572", - "issue:43575", "issue:43577", "issue:43606", - "issue:43646", + "issue:43643", + "issue:43653", "issue:43688", "issue:43720", - "issue:43749", - "issue:43824", + "issue:43742", "issue:43825", - "issue:43844", "issue:43927", - "issue:44291", + "issue:43994", "issue:44361", + "issue:44451", "issue:44464", "issue:44466", - "issue:44479", - "issue:44488", - "issue:44554", - "issue:44568", - "issue:44589", - "issue:44625", - "issue:44843", + "issue:44514", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44821", "issue:44849", "issue:44964", "issue:44977", - "issue:45200", - "issue:45229", - "issue:45357", + "issue:45290", "issue:45405", - "issue:45520", - "issue:45704", - "issue:45759", - "issue:45812", + "issue:45440", + "issue:45491", + "issue:45588", "issue:45823", - "issue:46209", - "issue:46424", - "issue:46489" + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" ], "soft_pairs": [ + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:44514|issue:45290", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:28282|issue:35141", + "issue:43643|issue:44561", + "issue:45491|issue:46002", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:28282|issue:32090", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:33666|issue:36331", + "issue:43994|issue:46192", "issue:43525|issue:43572", "issue:43720|issue:44361", "issue:44849|issue:46209", "issue:43493|issue:43825", "issue:44964|issue:45405", - "issue:39692|issue:43493", - "issue:44479|issue:44625", - "issue:44849|issue:45357", - "issue:44568|issue:46489", - "issue:43577|issue:44554", - "issue:43688|issue:43749", - "issue:39692|issue:43295", - "issue:44568|issue:45812", - "issue:44488|issue:44843", - "issue:45200|issue:45229", - "issue:43540|issue:44977", - "issue:43646|issue:44466", - "issue:44464|issue:46424", - "issue:43493|issue:43844", - "issue:33357|issue:33666", - "issue:43334|issue:43572", - "issue:43688|issue:45704", - "issue:44589|issue:45520", - "issue:43824|issue:44589", - "issue:43927|issue:44361", - "issue:43504|issue:43606", - "issue:43334|issue:45759", - "issue:43278|issue:43844", - "issue:45229|issue:45823", - "issue:43575|issue:45405", - "issue:43572|issue:44291" + "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "44ca982247d7dd65623e7a9c9a0e19847eee69e96b0fdf1272a832f998e5b6fd", + "prepared_review_unit_hash": "8dafded6ae124b7b425e406afab41167319b0abef51094c35183e11a96641bda", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37172, - "estimated_input_tokens": 9293, - "estimated_eval_tokens": 18842 + "soft_pair_count": 34, + "serialized_chars": 38096, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes many unrelated Transformers bugs/regressions across tokenizers, model configs, multimodal inputs, loading, dtype/device issues, and training behavior. None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the items are mostly distinct bug reports with different code paths and symptoms.", + "summary": "These items are mostly unrelated regressions across loading, generation, tokenizer, and model-architecture paths. None of the soft pairs looks like a true duplicate, so I would not merge any of them; issue 43927 is the cleanest single representative of a concrete, reproducible config/load bug.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 43927 is the most self-contained, reproducible bug in the set: custom token IDs are lost on save/load and then trigger an IndexError during generation.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be chosen, issue 44843 is the best representative because it is a broad, high-impact core regression in tokenizer loading with a clear root-cause surface.", + "best_issue_reason": "Same reason: it has a clear failure mode and a likely actionable code path, making it the best representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both are missing-pad-token config errors, but they affect different models/config fields (Llama4 vs StableLm) and likely different fixes." + "reason": "Different bugs: tokenizer special-token registration vs config fields being dropped on save/load." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both are AttributeError-style failures, but one is about packed weights during accelerate loading and the other about MLukeTokenizer task handling; different bugs." + "reason": "Both affect generation correctness, but they describe different mechanisms and code paths." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Different regression classes: Qwen3.5 hidden-state handling vs FP8 inference on B200 hardware." + "reason": "Both are chat-template crashes, but the input conditions and failure causes differ." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "SigLIP2 HF/JAX implementation mismatch is unrelated to a pipeline() offline/error-message issue." + "reason": "Unrelated: torch.compile/SDPA failure vs config serialization losing custom token IDs." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "One is a model-loading failure for Phi-4 multimodal, the other is a packaging/version pin issue for PEFT." + "reason": "Different model/runtime failures with no shared concrete root cause." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Both concern SigLIP2, but one is a documentation example/model-processor mismatch while the other is a deeper HF vs JAX implementation discrepancy." + "reason": "Both are generation issues, but one is chunked compiled forward and the other is flash-attention behavior." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Different Qwen3.5 regressions: video-input processing vs num_labels propagation." + "reason": "ImportError for missing PyTorch vs embedding reinitialization after resize are unrelated." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Hidden-states output bug and incorrect save_pretrained visual-encoder keys are separate code paths." + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is removal of a utility function." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Both are tokenizer regressions, but they target different models and symptoms (special token insertion vs DeepSeek-Coder v1 output drift)." + "reason": "Both mention NaNs, but they affect different models and different parts of the stack." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated issues." + "reason": "Different loading bugs for different model families and different failure modes." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Both mention training/loading behavior, but one is auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading." + "reason": "Legacy-field load failure is not the same as torch.compile/SDPA failure." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to the processor.tokenizer regression in custom model code." + "reason": "Model preset loading bug vs processor/model size mismatch." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Both are tokenizer issues, but one is about add_special_tokens behavior for a specific tokenizer and the other is a broad Granite token ID regression." + "reason": "Both involve save/load behavior, but the reported serialization failures are different." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Current version loading failure for a specific model is not the same as the offline model_info() call in _patch_mistral_regex." + "reason": "Multi-GPU training issue vs import path breakage are unrelated." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Related Gemma4 topics, but one is a missing default tensor in fine-tuning and the other is multi-GPU inference OOM." + "reason": "KeyError while loading a model vs inability to load an image processor from URL are different bugs." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is different from Qwen3.5 flash-attention generation corruption." + "reason": "Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization." + "reason": "Different inference failures: flash-attention generation vs FP8 on B200." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Dtype propagation in BLIP2 is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/model-divergence bugs, not the same underlying defect." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert during device-mapped Qwen3 load is not the same as compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Chunked generation with compiled forward and cache max length handling are separate generation/cache bugs." + "reason": "Missing PyTorch ImportError vs Trainer broadcast NoneType TypeError are unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are unrelated training/model bugs." + "reason": "Accelerate unpacking bug for BitNet is unrelated to config token-ID loss." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "MacOS bus error on CLIP loading and Qwen2-VL multi-GPU training are clearly unrelated." + "reason": "Both involve processors, but one is sampling-rate defaulting and the other is tokenizer/image passthrough regression." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and StableLm pad_token_idx after 5.0 are different models and fields, not a single duplicate." + "reason": "CPU offload device mismatch is unrelated to save/load token-ID persistence." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Both are loading issues, but they concern different loaders and different failure modes." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError on Python 3.13 are separate compatibility issues." + "reason": "Device-mapping mismatch and quantized save/load breakage are different bugs." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "ImportError for Qwen2_5_VL class and Float8 storage TypeError affect different modules and failure points." + "reason": "Multi-GPU training issue vs CustomTrainer signature mismatch are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "DiaConfig custom token ID persistence is unrelated to MLukeTokenizer task AttributeError." + "reason": "Nonsensical SigLIP2 outputs vs ignored return_tensors are different bugs." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Beit legacy-field model loading bug and Bark CPU-offload device mismatch are different model-specific issues." + "reason": "Both are missing config fields, but they are different fields in different models." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL config and unwrapping text_config for Qwen 3.5/3.6 multimodal configs are related only at a very broad config level, not the same bug." + "reason": "Different model-loading failures with no shared root cause." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Embedding dtype mismatch in evaluate and abnormal gradient growth under DeepSpeed ZeRO-3 are different training issues." + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Gemma4 multi-GPU inference OOM and PLE device mismatch during forward are distinct runtime problems." + "reason": "SigLIP2 implementation mismatch and pipeline translation-message issue are unrelated." }, { - "left": "issue:43575", + "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct TP OOM and an unreleased PEFT version bump have no common underlying bug." + "reason": "Model loading failure vs dependency version pinning are not duplicates." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "StableLm missing pad_token_idx and init_empty_weights unexpected _is_hf_initialized arg are different config/init compatibility failures." + "reason": "Docs/example errors are unrelated to a core implementation discrepancy." } ] }, @@ -7594,284 +7542,291 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 24, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:15354", - "issue:28218", - "issue:29159", - "issue:29942", - "issue:30333", - "issue:32090", - "issue:34567", - "issue:38175", - "issue:43065", + "issue:33357", + "issue:33666", + "issue:39692", "issue:43257", "issue:43278", + "issue:43295", "issue:43299", + "issue:43334", + "issue:43493", "issue:43504", "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", "issue:43606", - "issue:43653", + "issue:43646", "issue:43688", - "issue:43701", + "issue:43749", + "issue:43824", "issue:43844", - "issue:43873", - "issue:43994", - "issue:44112", - "issue:44186", - "issue:44423", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", "issue:44493", - "issue:44521", "issue:44554", + "issue:44568", + "issue:44589", "issue:44625", - "issue:44734", "issue:44792", - "issue:44964", - "issue:45072", - "issue:45084", - "issue:45198", + "issue:44843", + "issue:44849", + "issue:44977", "issue:45200", - "issue:45290", + "issue:45229", + "issue:45357", "issue:45405", - "issue:45446", "issue:45520", - "issue:45588", - "issue:45701", + "issue:45704", "issue:45759", + "issue:45812", "issue:45823", - "issue:46050", - "issue:46192", "issue:46285", - "issue:46365", - "issue:46369" + "issue:46424", + "issue:46489" ], "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:44849|issue:45357", + "issue:44568|issue:46489", + "issue:45200|issue:45229", + "issue:39692|issue:43295", + "issue:43688|issue:43749", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:44568|issue:45812", + "issue:44464|issue:46424", + "issue:43493|issue:43844", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43688|issue:45704", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:45229|issue:45823", + "issue:43572|issue:44291", "issue:44792|issue:45405", "issue:44493|issue:46285", "issue:43257|issue:43299", - "issue:43504|issue:43653", - "issue:43606|issue:44112", - "issue:44625|issue:45759", - "issue:44554|issue:46365", - "issue:43688|issue:45701", - "issue:45588|issue:46050", - "issue:29942|issue:30333", - "issue:44423|issue:44734", - "issue:43994|issue:44493", - "issue:43844|issue:44964", - "issue:43688|issue:43873", - "issue:28218|issue:34567", - "issue:29159|issue:32090", - "issue:45084|issue:45520", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:43065|issue:46369", - "issue:43540|issue:45200", - "issue:43278|issue:43701", - "issue:43873|issue:46050", - "issue:45072|issue:45198", - "issue:45200|issue:45823", - "issue:44521|issue:45290", - "issue:44186|issue:46192" + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "9cfce63c0fd367fd60a5cfb95eb57ab8cefa64bf60efa987547df74f710db158", + "prepared_review_unit_hash": "98a1dd4157c80931424211c49e79269df3238305522c1433a1d7435b148f782b", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35783, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "soft_pair_count": 28, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect superficially related transformer/model bugs, but they do not describe the same underlying defect or mergeable change. I would not merge any of the suggested soft edges.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical duplicate emerges from this set. If a representative issue is needed, issue 45701 is the broadest high-signal report, but the cluster spans many unrelated tokenizer, multimodal, quantization, serving, and training bugs.", + "summary": "This set is a loose bundle of mostly unrelated Transformers bug reports, with several small tokenizer/config/model-specific similarity pairs but no pair that clearly describes the same underlying bug. I would not merge any of the soft candidates; the cluster is better treated as multiple separate subtopics.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45812 is the strongest representative of the cluster because it is a broad, high-impact v5 tokenizer regression with multiple inbound references, but the overall set is too heterogeneous to have a true single duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the closest thing to a cluster anchor because it is broad, open, and has multiple inbound references, but it should be treated only as a loose representative\u2014not as a true canonical duplicate for the cluster.", + "best_issue_reason": "Issue 45812 is the best single issue to anchor this cluster: it is concrete, broadly applicable, and closer to a cross-cutting regression than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Janus image-generation test failure vs PEFT version pin regression; unrelated symptoms and code paths." + "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is a num_labels propagation bug; different code paths and fixes." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Unexpected position-id key warnings vs CLIP text model structure mismatch; different models and defects." + "reason": "One is a dtype-loading bug in BLIP2, the other is an MPS attention correctness issue; no shared underlying defect." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers version/config regression; not the same bug." + "reason": "Both involve Qwen3.5, but one is an output_hidden_states bug and the other is incorrect save_pretrained visual encoder keys; separate problems." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "BEiT legacy-field load failure vs BigBirdTokenizer special-token decode issue; unrelated." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not the same concrete bug." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs a GraniteSpeech CI stale-test failure; not the same underlying problem." + "reason": "Gemma4 fine-tuning token-type defaults vs multi-GPU inference OOM are unrelated issues." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is num_labels propagation and the other is text_config unwrapping in AutoModelForCausalLM; distinct code paths." + "reason": "SigLIP2 doc/example errors and a processor.tokenizer regression are different failures with different fixes." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "MPS attention correctness bug vs inability to import Trainer due to datasets; unrelated." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are distinct training/runtime bugs." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models vs tokenizer behavior changing across transformers versions; different bugs." + "reason": "One is a model load failure for a specific checkpoint, the other is an offline-mode regression in tokenizer regex patching; different root causes." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "flash_attention s_aux=None crash vs sinq save/load quantization corruption; separate lifecycle and failure modes." + "reason": "Both are Qwen3.5-family, but one is video processing and the other is flash-attention generation behavior; not the same bug." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Flash Attention 2 test failures vs MLflow reporting when training fails; no shared defect." + "reason": "Both are tokenizer regressions, but they hit different models and symptoms; one is special-token handling, the other incorrect token IDs for Granite." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Both touch serving/continuous batching, but one crashes on multimodal inputs and the other on KV-cache continuation indexing; not mergeable as one fix." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache_config max_cache_length behavior." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Siglip2 nonsensical outputs vs position-id key warnings; unrelated." + "reason": "SigLIP2 HF/JAX discrepancy and ZeRO-3 gradient explosion are unrelated correctness issues." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "ZeRO-3 gradient growth vs failure to load Phi-4 multimodal; different problems." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different v5 regressions." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Aux-loss normalization vs offloading with quantization; both MoE/quantization-adjacent but not the same bug." + "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are similar class of config issues but clearly different model/config paths." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer adds an extra space after added token vs TrainerState num_input_tokens_seen not updating; related only at a broad tokenizer level." + "reason": "Import failure for a specific Qwen2.5-VL class and Float8 storage lookup error are unrelated import/runtime bugs." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs Trainer broadcast NoneType error; unrelated." + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are entirely different problems." }, { - "left": "issue:45084", + "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Compilation of non-template nodes vs flash_attn import KeyError on Python 3.13; different subsystems." + "reason": "Float8 storage type lookup and flash_attn import_utils KeyError are separate backend/import issues." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "MPS attention correctness issue vs flex_attention PyTorch version check bug; both in attention, but different concrete code paths." + "reason": "Aux-loss normalization and T5 Apex FusedRMSNorm memory leak are unrelated model-specific bugs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in siglip2; unrelated." + "reason": "Missing pad_token_id in Qwen3-VL config and AutoModelForCausalLM.from_config not unwrapping text_config are different composite-config issues." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs memory overflow in sam3-litetext; same family, but different defects." + "reason": "Embedding dtype mismatch in eval and ZeRO-3 gradient growth are not the same defect." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs Gemma 4 mm_token_type_ids defaulting bug; different multimodal issues." + "reason": "Legacy field blocking BEiT preset load and Bark CPU-offload device mismatch are unrelated load/runtime failures." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "BF16-to-FP32 embedding dtype drift vs resume_from_checkpoint key mismatch; unrelated." + "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are separate tokenizer/config bugs." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and Gemma4 PLE device mismatch share a model family but not the same failure mode." + }, + { + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Offloading with quantization vs broken sinq save/load; both quantization-related but clearly distinct bugs." + "reason": "StableLm pad_token_idx regression and unexpected _is_hf_initialized argument in init_empty_weights are distinct config/API breakages." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Inference dtype mismatch in SwitchTransformers/TimmWrapperModel vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + "reason": "Janus test failure and MIN_PEFT_VERSION bump are not the same underlying bug." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting issue vs Gemma4 PLE device mismatch; different failure modes and fixes." + "reason": "Unexpected position-id keys and CLIP text model structural inconsistency are different model-structure regressions." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template vs tool-call/no-content crash in apply_chat_template; same API, but different bugs." + "reason": "Qwen3 MoE weights not converted with accelerate+deepspeed and Qwen3VL MoE loading breakage are related by family only, not the same concrete issue." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crash vs return_tensors being ignored when text_kwargs is passed; different tokenizer behaviors." + "reason": "TP loading OOM for Qwen2-57B and a PEFT version bump are unrelated." } ] }, @@ -7885,612 +7840,617 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 25, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:15354", "issue:28218", - "issue:33357", - "issue:37428", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", "issue:38175", - "issue:39692", - "issue:42490", + "issue:43065", "issue:43232", "issue:43278", - "issue:43295", - "issue:43334", - "issue:43450", "issue:43493", - "issue:43525", - "issue:43526", - "issue:43550", - "issue:43572", - "issue:43575", + "issue:43504", + "issue:43540", + "issue:43606", "issue:43653", - "issue:43696", + "issue:43688", "issue:43701", - "issue:43824", "issue:43844", - "issue:43856", "issue:43873", - "issue:43950", - "issue:43957", - "issue:43975", + "issue:43994", "issue:44112", - "issue:44466", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44521", "issue:44554", - "issue:44610", + "issue:44625", + "issue:44734", "issue:44849", - "issue:44898", - "issue:44987", - "issue:45127", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", "issue:45200", - "issue:45325", - "issue:45356", - "issue:45381", + "issue:45290", "issue:45406", - "issue:45412", + "issue:45446", "issue:45520", + "issue:45588", + "issue:45701", + "issue:45759", "issue:45823", + "issue:46050", "issue:46121", - "issue:46178", "issue:46192", - "issue:46209", - "issue:46285" + "issue:46365", + "issue:46369" ], "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44625|issue:45759", + "issue:44554|issue:46365", + "issue:43688|issue:45701", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43688|issue:43873", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43065|issue:46369", + "issue:43278|issue:43701", + "issue:43873|issue:46050", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:44521|issue:45290", "issue:43232|issue:44849", "issue:43493|issue:43701", - "issue:28218|issue:33357", - "issue:45823|issue:46192", "issue:45406|issue:46121", - "issue:43295|issue:43450", - "issue:43295|issue:44610", - "issue:43295|issue:43873", - "issue:39692|issue:46192", - "issue:44554|issue:45356", - "issue:43572|issue:44987", - "issue:43572|issue:43957", - "issue:43550|issue:43844", - "issue:44466|issue:45127", - "issue:44898|issue:45412", - "issue:43950|issue:46285", - "issue:45381|issue:46209", - "issue:45520|issue:46178", - "issue:43450|issue:43575", - "issue:45200|issue:45325", - "issue:37428|issue:43957", - "issue:43334|issue:43525", - "issue:43824|issue:43975", - "issue:38175|issue:43493", - "issue:42490|issue:43696", - "issue:43278|issue:43856", - "issue:43653|issue:44112", - "issue:43526|issue:46192", - "issue:43295|issue:43493" + "issue:45823|issue:46192" ], - "prepared_review_unit_hash": "638a9580c68947e0d1f20b92144c8a1c586de0c886faf546b627b9241063b1e4", + "prepared_review_unit_hash": "8c543ea7c28d459463ae4ac6e16d47a49b354693b18bc68f11d46e5ef3edb72d", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36709, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 28, + "serialized_chars": 36100, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and the soft links are largely false positives. The only pair that looks like the same underlying bug is the SigLIP2 correctness reports; everything else spans distinct models, configs, or code paths.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43493 is the broader/root-cause SigLIP2 report; issue:38175 looks like a more specific symptom of the same implementation mismatch.", + "summary": "This set is a loose collection of unrelated bug reports. None of the proposed soft pairs look like the same underlying issue/change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best representative because it states the general SigLIP2 discrepancy clearly and can subsume the more symptom-specific zero-probability report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Both are generation/model behavior bugs, but they affect different code paths and model families; no concrete shared defect." - }, - { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "SigLIP2 implementation mismatch vs. checkpoint resume key mismatch are unrelated failures." + "reason": "Different failure modes: legacy pretrained-field loading for BEiT vs BigBirdTokenizer special-token registration/empty decode." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer spacing bug and Mac bus error on CLIP are unrelated." + "reason": "Unrelated bugs: CPU offload device mismatch in suno/bark-small vs a stale GraniteSpeech CI test override." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Device mismatch during forward vs. return_tensors being ignored are different processor/model issues." + "reason": "Qwen config propagation of num_labels is a different code path from unwrapping text_config in AutoModelForCausalLM.from_config." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Gemma4Processor attribute error and rope-validation TypeError are unrelated." + "reason": "MPS attention correctness issue is unrelated to importing Trainer failing because of the datasets package." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer regression vs. batched video shape bug are different behaviors." + "reason": "Auxiliary-loss normalization bug is not the same as a version-dependent tokenization regression." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Custom processor API regression and OmDet input-size mismatch are unrelated." + "reason": "flash_attention.py crashing on s_aux=None is unrelated to sinq save/load quantization breakage." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading issue do not share the same defect." + "reason": "Both involve serve, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Documentation/example errors are not the same bug as return_tensors handling." + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are different subsystems and bugs." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer regression are unrelated." + "reason": "ZeRO-3 gradient explosion during training is not the same as a model-loading failure for Phi-4 multimodal." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Missing config field after v5 update vs. model loading failure for a specific repo are not the same bug." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys point to different model bugs." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Both involve loading, but one is a missing config attribute and the other is meta-device loading breakage." + "reason": "Aux-loss normalization is unrelated to offloading behavior with quantization." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are different training/runtime problems." + "reason": "Slow/fast tokenizer inconsistency is a different issue from NoneType being passed to _gpu_broadcast_one." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Serialization of tied weights is unrelated to LoRA merge collapse." + "reason": "Extra whitespace after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + "reason": "Non-template node compilation failure is not the same as a Python 3.13 flash_attn import KeyError." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Non-persistent buffer corruption is not the same as CLIPTextModel structure inconsistency." + "reason": "MPS attention correctness bug is unrelated to an incorrect PyTorch version check in flex_attention." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Qwen2.5-VL position-id bug and FP8/B200 inference failure are unrelated." + "reason": "torch.jit.script GeneratorExp export failure is unrelated to unexpected zero probabilities in SigLIP2." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Both are import/backend mapping issues, but they target different missing backend entries and look like separate bugs." + "reason": "Qwen3OmniMoe video-input processing error is unrelated to Gemma4 mm_token_type_ids defaulting." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids issue and Qwen2.5-VL temporal position scaling bug are different code paths." + "reason": "Embedding dtype drift between train/eval is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Flash-attention import failure and meta-device loading regression are unrelated." + "reason": "Quantization/offloading not working as expected is different from a broken sinq save_pretrained/from_pretrained flow." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Both are missing pad_token_id errors, but for different model configs and likely separate regressions." + "reason": "bfloat16 dtype mismatches in inference are not the same as Wav2Vec2 save_pretrained/tokenization failures." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Missing Qwen2.5-VL export and DeepSeek detokenization bug are unrelated." + "reason": "Text-only Gemma4 mm_token_type_ids defaults are unrelated to a device_map='auto' forward device mismatch." }, { - "left": "issue:38175", - "right": "issue:43493", - "accept": true, - "reason": "Both are SigLIP2 correctness discrepancies; 38175's zero probabilities look like a symptom of the broader HF-vs-JAX implementation mismatch in 43493." - }, - { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Local-path import warning and GPT-oss OOM are unrelated." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are a different bug from return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Dtype drift between train/eval and MoE memory usage are not the same defect." + "reason": "All-zero assistant masks for multimodal inputs are not the same as crashing on tool-call assistant messages with no content." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test issue are unrelated." + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states behavior are separate generation bugs." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "BEiT label reduction bug and return_tensors handling are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a resume_from_checkpoint key mismatch." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Repeated pair; still unrelated." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to convert_rope_params_to_dict failing on a JSON-loaded list." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Custom processor regression and SigLIP2 numerical discrepancy are different bugs." + "reason": "Gemma4 PLE device mismatch and return_tensors being ignored affect different code paths and outcomes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only soft link that is reasonably supported by the issue titles is the SigLIP2 pair (38175/43493); the rest look like distinct models/code paths, so the false verdicts are cautious rather than overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 26, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:28218", + "issue:33357", "issue:37428", "issue:38175", - "issue:41720", + "issue:39692", + "issue:42490", "issue:42915", "issue:43262", - "issue:43335", - "issue:43425", + "issue:43278", + "issue:43295", + "issue:43334", "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", "issue:43550", - "issue:43606", - "issue:43611", + "issue:43572", + "issue:43575", "issue:43653", - "issue:43819", + "issue:43696", "issue:43824", - "issue:43827", - "issue:43901", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", "issue:44112", - "issue:44206", - "issue:44351", "issue:44442", - "issue:44448", - "issue:44514", - "issue:44521", - "issue:44561", + "issue:44466", + "issue:44554", "issue:44610", - "issue:44743", - "issue:44792", - "issue:44855", "issue:44857", - "issue:45083", + "issue:44898", + "issue:44987", "issue:45127", "issue:45198", "issue:45200", - "issue:45245", - "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", "issue:45412", "issue:45520", - "issue:45563", - "issue:45584", - "issue:45588", - "issue:45593", - "issue:45759", "issue:46170", + "issue:46178", + "issue:46192", "issue:46209", - "issue:46234", - "issue:46285", - "issue:46326", - "issue:46402" + "issue:46285" ], "soft_pairs": [ + "issue:43295|issue:43450", + "issue:28218|issue:33357", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:39692|issue:46192", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43572|issue:43957", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:45520|issue:46178", + "issue:45381|issue:46209", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:37428|issue:43957", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43526|issue:46192", "issue:42915|issue:43824", + "issue:43295|issue:43493", "issue:44442|issue:45198", "issue:37428|issue:43824", - "issue:43262|issue:43450", "issue:38175|issue:45412", "issue:45520|issue:46170", - "issue:45290|issue:46326", - "issue:44610|issue:44857", - "issue:45759|issue:46285", - "issue:44561|issue:46234", - "issue:43819|issue:44112", - "issue:44514|issue:44521", - "issue:43827|issue:43901", - "issue:41720|issue:46209", - "issue:43819|issue:45083", - "issue:44857|issue:45593", - "issue:43335|issue:43550", - "issue:43611|issue:46402", - "issue:44206|issue:45584", - "issue:43606|issue:45083", - "issue:37428|issue:43425", - "issue:44792|issue:45563", - "issue:44448|issue:44743", - "issue:43335|issue:43653", - "issue:45200|issue:45588", - "issue:45127|issue:45245", - "issue:43550|issue:44112", - "issue:44855|issue:45083", - "issue:37428|issue:44351" + "issue:43262|issue:43450", + "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "bc94a820f218be866ffe22e417eb660909a91fc642143cf062c55ce468fa3892", + "prepared_review_unit_hash": "fa97e3e389ca713f95dd870e7e79780b934001f5e61c2b2fbae54defe867283a", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36576, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "soft_pair_count": 32, + "serialized_chars": 37614, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports, so none of the suggested soft pairs look like true duplicates. I picked the open multimodal chat-template bug as the best representative issue, but there is no PR in this set.", - "confidence": 0.36, - "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, user-facing, and has a detailed repro around multimodal chat templating with clear downstream impact.", + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers bug reports. A few pairs share broad vocabulary (tokenizers, processors, multimodal models), but the titles point to different concrete failure modes, so I would not merge any of the soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43295 is the best anchor because it is a clear regression report and one of the most connected items in the soft-similarity graph, but it is still distinct from the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most actionable and broadly relevant issue in the set, with active discussion and a concrete regression description.", + "best_issue_reason": "issue:43295 is the strongest standalone issue in this set: it describes a specific user-facing regression, is easy to understand, and is the closest thing here to a central duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Both are import/model-loading failures, but they concern different symbols and different model paths (Qwen3Moe FP8 config vs Qwen2_5_VL import)." + "reason": "Processor/tokenizer regression vs batched video-shape bug; different code paths and symptoms." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Different models and different failure modes: AutoTokenizer loading FastSpeech2ConformerTokenizer vs save_pretrained/tokenization failure on Wav2Vec2." + "reason": "Tokenizer spacing bug vs MacOS bus error in a CLIP model; unrelated failures." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Both are ImportError reports, but for different missing exports and unrelated code paths." + "reason": "Custom processor/tokenizer regression vs OmDet-Turbo input-size mismatch; not the same bug." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video output shapes are separate processor bugs." + "reason": "MPS attention correctness issue vs tokenizer codec/warning regression; different subsystems and failure modes." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated symptoms in different subsystems." + "reason": "Processor/tokenizer API regression vs quantization offloading issue; too far apart to be one fix." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "One is a Python 3.13 import_utils flash-attn key issue; the other is a Windows ROCm torch.distributed dependency problem." + "reason": "Missing pad_token_idx in StableLmConfig vs loading a specific model failing; same broad area, different concrete problem." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both involve chat templating, but one is a tokenize=True crash with tool-call messages and the other is continue_final_message handling for mistral_common tokenizers." + "reason": "Documentation/example errors vs return_tensors handling bug; unrelated." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Processor input-size mismatch and AMP loss crash are different bugs in different model families." + "reason": "torch.compile + SDPA failure in one model vs gradient explosion with ZeRO-3; different bugs." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Different composite-model issues: from_config text_config unwrapping vs CLIP class structure inconsistency." + "reason": "Serialization of tied weights vs collapse after LoRA merge with extended vocab; not the same code-path." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Both mention import_utils availability helpers, but they are distinct APIs with different missing/removal contexts." + "reason": "Config attribute regression for StableLm vs meta-device loading breakage; both loading-related but distinct." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "DAC latent forwarding mismatch and GraniteSpeech CI device override failure are unrelated." + "reason": "Perceiver interpolation failure vs RT-DETR memory leak; no shared underlying bug." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Both touch apply_chat_template for multimodal inputs, but one is a padding=False batched crash and the other is all-zero assistant masks; not the same concrete bug." + "reason": "Non-persistent buffer corruption during from_pretrained vs CLIP class structure inconsistency; different regressions." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Both are docs regressions, but they refer to different documentation sections and different behavior mismatches." + "reason": "flash_attn import KeyError on Python 3.13 vs tensorflow_text backend mapping error; unrelated import issues." }, { - "left": "issue:41720", + "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Different model/hardware failures: auto device mapping cudaErrorAssert on A800 vs FP8 inference on B200." + "reason": "Qwen2.5-VL vision position IDs bug vs FP8 inference failure on B200; different models and failure modes." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Gemma 4 multimodal token type defaults vs Qwen2.5-VL rope scaling bug; not the same issue." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are different detection-model bugs." + "reason": "Video processor batch-shape bug vs large-model OOM under tensor parallelism; unrelated." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are not the same code-path problem." + "reason": "Missing flash-support import vs meta-device loading regression; both loading-related but not the same bug." }, { - "left": "issue:43611", - "right": "issue:46402", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Loading breakage from base_model_prefix changes is distinct from Sam3Model text encoder weights not loading." + "reason": "Qwen3-VL missing pad_token_id vs Llama4 missing pad_token_id; similar symptom, but different model/config paths." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs empty transcription after align_special_tokens." + "reason": "ImportError for Qwen2_5_VL class vs DeepSeek coder detokenization bug; completely different issues." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "SigLIP2 zero probabilities vs broader HF-vs-JAX discrepancy; related model family, but not clearly the same concrete bug." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Missing private import and Torch 2.10 incompatibility are different failure classes." + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech stale CI test; different artifacts." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "A failed janus image-generation test and a stale paged-generate warning are not the same bug." + "reason": "Trailing-slash local path import warning vs CUDA OOM on GPT-oss; unrelated." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Pegasus output differences across versions and recurrent-state reset in modular_qwen3_5.py are separate model bugs." + "reason": "BF16-to-FP32 dtype change in evaluate vs Qwen3 MoE memory inefficiency; different regressions." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "SwitchTransformers sparse-layer misconfiguration and BigBirdTokenizer special-token registration are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug vs return_tensors being ignored; unrelated." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Gemma 4 mm_token_type_ids handling and flash_attention.py s_aux=None crash affect different components." + "reason": "Qwen3Moe FP8 config failure vs Qwen2_5_VL import error; different models and failure modes." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "LoRA merge collapse with extended vocab and a category-cardinality runtime limit are unrelated." + "reason": "Processor/tokenizer API regression vs SigLIP2 implementation discrepancy; same broad multimodal area, but not the same bug." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Bamba SDPA compile failure and GraniteSpeech stale CI test are not the same underlying problem." + "reason": "AutoTokenizer loading failure for one tokenizer vs Wav2Vec2 save_pretrained/tokenization failure; distinct tokenizer bugs." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Python 3.13 DebertaV2Model import parsing and qwen3_omni_moe feature extraction helper behavior are unrelated." + "reason": "flash_supports_window_size import error vs missing Qwen2_5_VL export; both import-related, but different symbols and causes." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output anomaly vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import issue vs Windows ROCm torch.distributed dependency issue; different platform problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template default sampling rate vs video batch-shape bug; different processors and code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both are ImportError reports, but for different missing exports and different affected code paths." + "reason": "Processor image-size mismatch vs AMP/CUDA crash in image loss; unrelated." } ] }, @@ -8504,952 +8464,940 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 27, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:28218", - "issue:29127", "issue:29942", "issue:32090", - "issue:34689", - "issue:35141", - "issue:38175", + "issue:37428", "issue:39692", - "issue:42490", + "issue:41720", + "issue:42796", "issue:43278", "issue:43335", - "issue:43388", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", - "issue:43575", "issue:43606", - "issue:43701", - "issue:43720", + "issue:43611", + "issue:43653", "issue:43819", "issue:43825", - "issue:43854", + "issue:43827", + "issue:43901", "issue:44112", "issue:44206", - "issue:44360", + "issue:44351", "issue:44448", "issue:44493", + "issue:44514", + "issue:44521", "issue:44561", - "issue:44779", + "issue:44743", + "issue:44792", "issue:44855", "issue:44857", - "issue:44977", - "issue:45072", "issue:45083", - "issue:45229", + "issue:45127", + "issue:45200", + "issue:45245", "issue:45290", - "issue:45310", - "issue:45381", - "issue:45459", - "issue:45478", + "issue:45563", + "issue:45584", "issue:45588", "issue:45593", + "issue:45759", "issue:45823", "issue:45859", - "issue:45920", - "issue:46192", + "issue:46209", "issue:46234", - "issue:46399" + "issue:46285", + "issue:46326", + "issue:46402" ], "soft_pairs": [ + "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:45290|issue:46326", + "issue:44514|issue:44521", + "issue:43819|issue:45083", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:44206|issue:45584", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:42796|issue:46209", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351", "issue:43335|issue:43504", "issue:43819|issue:44493", "issue:43278|issue:43825", - "issue:29942|issue:32090", "issue:44206|issue:45823", + "issue:29942|issue:32090", "issue:39692|issue:43526", "issue:45588|issue:45859", - "issue:45290|issue:45381", - "issue:43388|issue:43526", - "issue:43335|issue:45083", - "issue:43720|issue:44112", - "issue:45459|issue:46234", - "issue:45310|issue:45478", - "issue:43335|issue:44112", - "issue:39692|issue:44493", - "issue:43335|issue:45593", - "issue:44448|issue:44779", - "issue:28218|issue:35141", - "issue:43606|issue:44857", - "issue:42490|issue:43854", - "issue:44360|issue:44561", - "issue:44857|issue:45072", - "issue:38175|issue:44493", - "issue:34689|issue:35141", - "issue:45920|issue:46192", - "issue:43701|issue:45083", - "issue:44448|issue:44977", - "issue:44977|issue:45229", - "issue:29127|issue:32090", - "issue:43550|issue:45083", - "issue:44855|issue:46399", - "issue:42490|issue:43575" + "issue:43335|issue:45083" ], - "prepared_review_unit_hash": "a8a6f0305ee88871626f24c41ae4984eae44bf323dbb82f5ae6f8a1b87a90c95", + "prepared_review_unit_hash": "2decfecdda85e977614f052febd61939aa709485f3bd0d5011ca8d406137e5f2", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37429, - "estimated_input_tokens": 9358, - "estimated_eval_tokens": 18972 + "soft_pair_count": 31, + "serialized_chars": 37182, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated model-specific regressions and feature bugs. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained error reports; the rest are too semantically distant to merge.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the best canonical for the only exact duplicate pair because it is the earlier report and 45478 repeats the same Qwen3.5 MoE from_pretrained failure verbatim.", + "summary": "This cluster is heterogeneous: the soft links mostly connect superficially similar transformer/model bugs, but they do not look like the same underlying issue. I would keep issue:43335 as the best canonical issue because it is the most connected concrete bug in the set; there are no PRs here.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43335 has the highest soft-link connectivity in this set and is a well-scoped, concrete bug report; the rest of the cluster is mostly unrelated one-off regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest cluster-wide representative because it describes a broad v5 tokenizer regression affecting multiple models and is more central than the many isolated, unrelated bug reports.", + "best_issue_reason": "issue:43335 is the best representative to anchor this cluster because it is the most central issue and still specific enough to serve as a canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer config vs BEiT semantic-segmentation legacy-field loading failure." + "reason": "Both involve missing/import utility helpers, but they are different symbols and different breakages, not the same bug." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different code paths and symptoms: DAC latent reconstruction mismatch vs position-id key warnings." + "reason": "Different problems: multimodal config unwrapping vs CLIP text-model structure inconsistency." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Embedding dtype regression vs pipeline error-message wording; not the same underlying bug." + "reason": "One is a DAC latent/STE correctness issue; the other is a CI test failure from a stale device override." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Flash Attention 2 CI failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Both are docs/API regressions, but they concern different pipeline behaviors and different docs pages." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Different subsystems: feature extractor center-arg crash vs Gemma4 PLE device-map mismatch." + "reason": "Both touch chat templating, but the concrete failures differ: tool-call assistant messages vs continue_final_message for mistral_common tokenizers." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Docs example/model-processor mismatch is unrelated to BEiT image-processor reduce_labels behavior." + "reason": "Same broad API area, but one is a batched padding crash and the other is all-zero assistant masks; not the same underlying bug." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Both are MoE/flash-attention adjacent, but one is an s_aux=None crash and the other is a CPU-offload rotary-embedding issue; not the same bug." + "reason": "Different code paths: DAC forward/latents vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL vision_position_ids regression are distinct failures." + "reason": "Different model/hardware failures on different accelerators and inference paths." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics batch truncation and the other is BeitImageProcessorFast reduce_labels returning one label." + "reason": "One is an AMP/CUDA loss crash; the other is missing auxiliary losses when denoising is disabled." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:43550", "accept": false, - "reason": "Separate model/config bugs in different architectures; no shared failing code path." + "reason": "Config construction bug vs runtime torch.compile/SDPA failure; not the same issue." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43611", + "right": "issue:46402", "accept": false, - "reason": "Packed-weight loading bug vs stale GraniteSpeech CI override test; not duplicates." + "reason": "Both are loading regressions, but they affect different model-loading mechanisms and symptoms." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Import-error masking in tokenizer loading vs missing import_utils symbol; different issues." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact duplicate reports: same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." + "reason": "Different regressions in different components: feature extractor arg handling vs Whisper empty-transcription generation." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Unrelated SwitchTransformers config issue and GraniteSpeech CI failure." + "reason": "Device-mismatch offload bug vs unrelated qwen3_omni feature-length helper issue." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to unexpected position-id keys." + "reason": "An import error for a flash-attention helper is not the same as broad Torch 2.10 incompatibility." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Sparse-layer creation bug vs D-FINE auxiliary-loss behavior; different models and symptoms." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated problems." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Different tokenizer/model regressions affecting different stacks; not mergeable as one fix." + "reason": "A Janus model test failure and a stale warning in paged generate() are different defects." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Extra-space tokenizer behavior and embedding reinitialization after resize are unrelated." + "reason": "Pegasus output mismatch and Qwen recurrent-state reset are different model behaviors/code paths." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and AMP float16 loss crash are different failures." + "reason": "Sparse-layer config creation and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Trailing-slash local-path warning is unrelated to GLM-4.7 test-loading failure." + "reason": "Different bugs in different subsystems: Gemma4 token-type defaults vs flash_attention aux-state handling." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "DSA indexer/ReLU discussion does not match the v5 is_torch_fx_available removal breakage." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count limit error." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Different dtype-related bugs in different code paths; no single concrete fix." + "reason": "A torch.compile/SDPA model bug and a CI test issue do not look like the same underlying defect." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Zero-probability outputs and unexpected position-id keys are separate model issues." + "reason": "Import-time JIT parsing error vs qwen3_omni helper behavior; different code paths." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Llama 3.2 vision loading regression and embedding resize/post_init reinit are unrelated." + "reason": "Flash-attention helper import failure and HybridCache import failure are different missing-symbol issues." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Both concern tokenizers, but one is wrong token IDs across models and the other is return_tensors being ignored when text_kwargs is passed." + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs BEiT legacy-field loading." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe helper behavior are unrelated." + "reason": "A DAC/STE mismatch is not the same as unexpected position-id key warnings." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Pegasus v4/v5 output divergence is not the same bug as Qwen3.5 flash-attention generation failure." + "reason": "Embedding dtype drift and an incorrect pipeline error message are unrelated regressions." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Flash-attention generation problem vs CUDA OOM during multi-GPU inference are different underlying issues." + "reason": "Different failure modes in different models: unsupported feature-extractor arg vs PLE device mismatch." }, { - "left": "issue:29127", + "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are unrelated." + "reason": "Flash Attention test failures and Trainer GPU broadcast NoneType errors are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." + "reason": "A SigLIP2 docs example bug and a BeitImageProcessorFast label-reduction bug are separate issues." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Both mention decorator/script-related failures, but one is a Python 3.13 import/IndentationError and the other is a Qwen3.5 kernel registration ValueError; not the same fix." + "reason": "Both involve offload/attention-related code, but one crashes on s_aux=None and the other is a CPU-offload incompatibility in a rotary embedding." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Trailing-slash import warning and tp OOM on Qwen2-57B are unrelated." + "reason": "Sparse-layer config creation and qwen3_omni feature-length helper behavior are different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet, and the soft-edge rejections stay conservative. The only minor stretch is the word \"verbatim\" for the duplicate Qwen3.5 MoE reports, but the identical titles and high similarity make the duplicate call reasonable." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 28, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:25251", "issue:27957", - "issue:28282", + "issue:28218", "issue:29127", "issue:29942", "issue:32090", - "issue:33357", - "issue:34567", "issue:34689", "issue:35141", - "issue:36010", - "issue:37428", + "issue:38175", "issue:39692", "issue:40444", - "issue:43065", - "issue:43278", - "issue:43381", - "issue:43412", + "issue:42490", + "issue:43335", + "issue:43388", "issue:43526", - "issue:43611", - "issue:43653", - "issue:43746", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43854", "issue:43927", - "issue:44186", - "issue:44361", + "issue:44112", + "issue:44360", "issue:44448", - "issue:44466", + "issue:44493", "issue:44561", "issue:44568", - "issue:44743", "issue:44779", + "issue:44855", "issue:44857", - "issue:44871", "issue:44977", - "issue:45198", - "issue:45245", - "issue:45372", - "issue:45412", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", "issue:45459", + "issue:45478", "issue:45491", "issue:45563", "issue:45588", + "issue:45593", "issue:45698", - "issue:45712", - "issue:45803", - "issue:45823", - "issue:46121", - "issue:46209" + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399" ], "soft_pairs": [ - "issue:40444|issue:43526", + "issue:43720|issue:44112", + "issue:43388|issue:43526", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45290|issue:45381", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:45920|issue:46192", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:44855|issue:46399", + "issue:29127|issue:32090", + "issue:43550|issue:45083", "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:40444|issue:43526", "issue:29942|issue:35141", - "issue:27957|issue:34689", "issue:44561|issue:44779", + "issue:27957|issue:34689", "issue:44857|issue:45588", - "issue:44568|issue:45491", - "issue:28282|issue:33357", "issue:44977|issue:45563", - "issue:43278|issue:43381", - "issue:43746|issue:46209", - "issue:45372|issue:45588", - "issue:36010|issue:37428", - "issue:45588|issue:45823", - "issue:43412|issue:45588", - "issue:44448|issue:44466", - "issue:25251|issue:32090", - "issue:45198|issue:45803", - "issue:43653|issue:44743", - "issue:45245|issue:45563", - "issue:44361|issue:45198", - "issue:43065|issue:45412", - "issue:44186|issue:45198", - "issue:29127|issue:34567", - "issue:33357|issue:39692", - "issue:44871|issue:44977", - "issue:43611|issue:46121", - "issue:45459|issue:45712" + "issue:44568|issue:45491" ], - "prepared_review_unit_hash": "b365a13d09716ac60ef147f53ecc18c82405dec204bd6c1f82208b07f6800a9a", + "prepared_review_unit_hash": "c7a22d52c0c03e20047e57438a11d0e3827a55c77808aa4b352ba93be221e52f", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36467, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "soft_pair_count": 32, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a true duplicate cluster; the soft-similarity pairs are mostly broad theme overlaps (tokenizers, flash-attention, save/load) rather than the same underlying bug. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45698 is the broadest, clearest core regression in the set: a concrete `from_pretrained` / `save_pretrained` loading bug with custom modules and strong downstream impact.", + "summary": "Only one soft duplicate looks strong: the two Qwen3.5-MoE from_pretrained error issues are effectively the same report. The rest are different bugs touching different models, APIs, or failure modes, so I would keep them separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier report and is an exact title match for issue:45478, so it cleanly represents the underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is also the best standalone issue because it is actionable, high-impact, and describes a reproducible core loading path failure.", + "best_issue_reason": "issue:45310 is the best overall issue in this set because it is the clearest canonical duplicate target and has the earliest report of the shared Qwen3.5-MoE from_pretrained failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40444", + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failures: BitNet accelerate loading vs a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different subsystems and failure modes: Qwen2.5-VL finetuning with iterable datasets vs BEiT fast image processor label reduction." + "reason": "Both mention labels, but the bugs differ: last-batch metric gathering vs BeitImageProcessorFast label reduction." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Both involve save/load, but one is custom token IDs in config and the other is wrong custom module selection; not the same bug." + "reason": "Unrelated issues: tokenizer error masking with missing protobuf vs a missing import_utils availability helper." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical Qwen3.5-MoE from_pretrained failure report, just duplicated later." + }, + { + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Unrelated regressions: Flash Attention 2 test failures vs embedding reinitialization after resize with untied weights." + "reason": "Different models and problems: SwitchTransformers sparse-layer config vs GraniteSpeech CI failure." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Different models and issues: XLM-RoBERTa flash-attention support vs Llama 3.2 Vision model loading regression." + "reason": "Not the same bug; one is SwitchTransformers config construction, the other is D-FINE auxiliary loss behavior." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "One is a removed helper breaking trust-remote-code models; the other is a tokenizer correctness regression for DeepSeek." + "reason": "Both are Qwen-related, but the bugs are different: chat template tool-call crash vs wrong vision_position_ids for video input." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different code paths: AMP/CUDA crash in LwDetrImageLoss vs flash_attention integration crashing on `s_aux=None`." + "reason": "Different kinds of regressions: SigLIP2 doc example errors vs unexpected position-id keys across many models." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer spacing bug vs embedding reinitialization bug; same broad area but not the same issue." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "ImportError about missing PyTorch vs MacOS bus error in a CLIP community model; not the same failure." + "reason": "Different failure modes and code paths: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Both mention generation, but one is flash-attention correctness and the other is a stale warning about `num_return_sequences`." + "reason": "Both are version regressions, but for different models and symptoms: Pegasus output drift vs DeepSeek tokenizer errors." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Eval-mode dtype drift and gradient checkpointing in eval are different issues, not one underlying bug." + "reason": "Unrelated loading issues: trailing-slash path warning vs GLM-4.7-Flash unit-test loading failure." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated model/runtime problems." + "reason": "Different topics: DSA indexer architecture comment vs a v5 compatibility break from removing is_torch_fx_available." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Processor import failure from `mistral_common` is unrelated to `flash_attention.py` crashing on sink-less models." + "reason": "Both are dtype-related, but the models and crashes differ: LwDetrImageLoss AMP vs SwitchTransformers/TimmWrapper bfloat16 mismatch." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules and different regressions." + "reason": "Different symptoms and scope: zero probabilities in one SigLIP2 model vs unexpected position-id keys across many models." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "A flash-attention crash on `s_aux=None` is not the same as a device-map forward mismatch in Gemma4 PLE." + "reason": "AutoTokenizer wrong IDs is a different bug from return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Executorch export/training-guard issues are unrelated to a flash-attention integration AttributeError." + "reason": "Different model-loading regression vs embedding reinitialization after resize; not the same underlying defect." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; different bugs." + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Pipeline `top_k` nesting behavior and Trainer broadcast `NoneType` failure are unrelated." + "reason": "Completely different failures: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is not the same as Fuyu's bare-except error handling bug." + "reason": "Both mention decorator-related errors, but one is Python 3.13 parsing of DebertaV2, the other is Qwen3.5 kernel registration." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer special-token registration and recurrent-state reset in modular Qwen3.5 are different code paths." + "reason": "Different bugs: clearer LayoutLMv3 error messaging vs Trainer broadcast TypeError with NoneType." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Category-count runtime limit and stale generation warning do not describe the same underlying defect." + "reason": "Both involve model/runtime behavior, but one is Bamba torch.compile with SDPA and the other is qwen3_omni_moe feature-length logic." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different tokenizer/model bugs with different symptoms and code paths." + "reason": "Different save/load bugs: DiaConfig token IDs persistence vs loading the wrong custom module after save_pretrained." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + "reason": "Different loading problems: trailing-slash import warning vs Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are distinct from Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Different domains and causes: Qwen2.5-VL iterable multi-image fine-tuning vs BeitImageProcessorFast label reduction." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated issues." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "MacOS bus error in a CLIP model and SigLIP2 docs example errors are not the same bug." + "reason": "A v5 compatibility break from removed helper is unrelated to DeepSeek tokenizer output regressions." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Gemma3 eos-token config inconsistency is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Different loading/runtime issues for different models: XLMRoberta Flash Attention 2 vs Llama 3.2 Vision load breakage." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Base model prefix loading regression and rope validation TypeError are different loader/config bugs." + "reason": "Different flash-attention-related crashes: loss AMP overflow vs AttributeError on s_aux=None in integration code." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is generation failure with flash-attention; the other is a stale warning in paged generate() for num_return_sequences." + }, + { + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer error masking with protobuf absent is unrelated to leftover dummy classes leaking into `dir(transformers)`." + "reason": "Different tokenizer/model behaviors: add_special_tokens regression vs Gemma3 NaN embeddings from mixed-length batching." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet. The canonical choice is supported by the exact title match and earlier creation date for issue:45310 vs issue:45478, and the remaining soft-edge rejections are conservative and align with the differing titles/symptoms in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 29, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:10000", - "issue:15354", - "issue:27957", + "issue:25251", + "issue:26413", + "issue:28282", + "issue:29127", "issue:29942", "issue:30064", + "issue:31501", "issue:32090", "issue:33357", - "issue:41720", - "issue:42490", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", "issue:42915", "issue:42994", "issue:43065", - "issue:43066", "issue:43278", - "issue:43329", "issue:43381", - "issue:43421", - "issue:43526", + "issue:43412", "issue:43575", + "issue:43611", "issue:43653", - "issue:43701", - "issue:43756", - "issue:43761", - "issue:43873", + "issue:43746", "issue:43976", "issue:43994", "issue:44186", "issue:44206", - "issue:44265", - "issue:44387", - "issue:44442", - "issue:44462", + "issue:44361", + "issue:44448", + "issue:44466", "issue:44479", - "issue:44734", - "issue:44857", + "issue:44743", + "issue:44871", + "issue:44977", "issue:45198", - "issue:45229", + "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", - "issue:45491", - "issue:45593", - "issue:45834", - "issue:45859", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46209", "issue:46369" ], "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43278|issue:43381", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:36010|issue:37428", + "issue:43746|issue:46209", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:29127|issue:34567", "issue:42915|issue:42994", + "issue:45459|issue:45712", + "issue:44871|issue:44977", "issue:43976|issue:45440", - "issue:43278|issue:43575", - "issue:43066|issue:44462", "issue:45412|issue:46369", + "issue:43278|issue:43575", + "issue:26413|issue:31501", "issue:44206|issue:44479", - "issue:10000|issue:15354", - "issue:29942|issue:30064", "issue:45372|issue:45459", "issue:43994|issue:45412", - "issue:42490|issue:43873", - "issue:44265|issue:45198", - "issue:43381|issue:43701", - "issue:43653|issue:44442", - "issue:44734|issue:45406", - "issue:43421|issue:45491", - "issue:43873|issue:45229", - "issue:43065|issue:43994", - "issue:27957|issue:29942", - "issue:32090|issue:33357", - "issue:43756|issue:45440", - "issue:43526|issue:45834", - "issue:43278|issue:43329", - "issue:45372|issue:45406", - "issue:41720|issue:45229", - "issue:45440|issue:45593", - "issue:43575|issue:43701", - "issue:42490|issue:43381", - "issue:43526|issue:44186", - "issue:43575|issue:44387", - "issue:27957|issue:33357", - "issue:43526|issue:44857", - "issue:43761|issue:45859" + "issue:29942|issue:30064" ], - "prepared_review_unit_hash": "af87823f87591cbf14aecb9f1ec29e4a3b48a4ec7a5384cf89d9918dff705229", + "prepared_review_unit_hash": "f15bb1b81c3de8b26f2e584673602c46fdea69f44d51b326dee1c0fc73fd60c3", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36923, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36529, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The soft pairs share broad themes like tokenization, quantization, or GPU failures, but they do not appear to be the same underlying bug/change, so none should be merged as duplicates. If a representative issue is needed, the most central/active standalone report is the quantization/offloading OOM issue 43873, but this is not a true duplicate cluster.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43873 is the most active and broadly scoped standalone bug in the set, with multiple inbound references and discussion. It is the best representative issue only in a loose triage sense, not because it duplicates the others.", + "summary": "The cluster is mostly heterogeneous false positives: several items are broadly about import errors, tokenizer regressions, or quantization issues, but none of the soft pairs look like the same concrete bug/change closely enough to merge. I would not collapse any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45372 is the most concrete, actively discussed report with a clear failure mode and enough context to serve as a weak anchor if one issue must represent the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest single issue to keep as a reference point because it is active, user-facing, and has the most cross-issue attention. The rest of the items are too diverse to serve as one duplicate cluster.", + "best_issue_reason": "issue:45372 is the best representative only in the sense that it is detailed and actionable; the rest of the cluster is too unrelated for a strong duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both involve quantization, but one is a FineGrainedFP8Config model-load failure and the other is a quantized model saving failure. Different code paths and failure modes." - }, - { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Unrelated bugs: Python version compatibility versus a model-implementation divergence for DeepSeekV3. No shared underlying defect." + "reason": "Missing PyTorch import vs MacOS bus error in CLIP; different failure modes and code paths." }, { "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "One is a dtype mismatch during evaluate; the other is a tensor-parallel OOM while loading a specific model. Same general memory area, different bug." - }, - { - "left": "issue:43066", - "right": "issue:44462", + "right": "issue:43381", "accept": false, - "reason": "Both are tokenizer loading issues, but one is a wrong decoder type in v5 and the other ignores tokenizer.json from the repo. Distinct root causes." + "reason": "Training/eval dtype drift is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Both are memory-related, but one is a deletion/GC leak in RT-DETR and the other is overflow when calling sam3-litetext. Different models and mechanisms." + "reason": "Executorch export guard/erfinv support vs flash-attention null-handling crash; not the same bug." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Feature extractor argument regression versus a video-input regression in Qwen VL models. Not the same failing code path." + "reason": "Gemma 4 processor import failure vs flash-attention s_aux=None crash are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Completely unrelated: a DistilBERT issue versus a torch.jit.script GeneratorExp/export problem for ViT." + "reason": "Flash-attention sink-less crash and device_map auto device mismatch are different concrete problems." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "FlashAttention 2 test failures and void segmentation-map processing are unrelated bugs despite both being test/vision adjacent." + "reason": "Both are import errors, but they involve different missing symbols in different modules." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "Both are import-time/tokenizer-loading failures, but one is a missing ReasoningEffort symbol and the other hides protobuf-related tokenizer errors. Different underlying defects." + "reason": "Local checkpoint loading with PEFT adapters vs FP8 inference on B200 are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "A SigLIP2 correctness regression versus an RT-DETR memory leak. No common bug." + "reason": "Generation output regression and lm_head serialization inconsistency are different issues." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "A path-with-slash import warning is not the same as quantization offloading failing. Only loosely related to model loading." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature swallowing errors in tensor conversion." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "torch.export failure due to torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Pipeline top_k nesting bug vs Trainer _gpu_broadcast_one NoneType error are unrelated." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state bugs." + "reason": "Category-count runtime limit vs stale generate() warning; not the same bug." }, { "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "Both concern tokenizers, but one is a special-token registration bug and the other is AutoTokenizer failing to load a specific tokenizer class. Not the same defect." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Different transformers serve failures: KV-cache tensor indexing versus Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:43421", - "right": "issue:45491", + "right": "issue:44743", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated." + "reason": "BigBirdTokenizer special-token registration issue is unrelated to recurrent state reset with cache." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Both are OOM/memory reports, but one is quantization offloading behavior and the other is multi-GPU inference on Gemma4. Not mergeable as one concrete bug." + "reason": "Dummy Conv2d placeholder and RT-DETR memory leak are distinct problems." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 bad outputs are different model-specific implementation issues." + "reason": "LayoutLMv2 NER padding/truncation crash is not the same as Wav2Vec2 save/tokenization failure." }, { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both mention FlashAttention 2, but one is model support and the other is failing tests. Shared subsystem only, not the same bug." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and MacOS bus error on CLIP are unrelated runtime failures." + "reason": "base_model_prefix loading regression and rope-params JSON list TypeError are different code paths." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "RoPE layer selection in Smollm3 versus a DeepSeekV3 implementation divergence are separate model-architecture issues." + "reason": "MacOS CLIP bus error and SigLIP2 docs/quantization errors are not the same issue." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counting." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "A dtype change in evaluation and undefined video-branch symbols in multimodal token counting are not the same bug." + "reason": "FP8 inference failure on Qwen3Moe and quantized model saving failure are different bugs." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Gemma4 processor import failure and transformers serve _tokenizer attribute error are distinct failure paths." + "reason": "Tokenizer protobuf error handling and leftover dummy classes are unrelated repository issues." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "CUDA assert on auto device mapping and multi-GPU OOM are different GPU failures with different triggers." + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation regression do not share a concrete code path." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "A DeepSeekV3 implementation mismatch is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Python version compatibility break and DeepseekV3MoE divergence are different kinds of failures." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B loading and checkpoint resume key mismatch are unrelated." + "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are separate memory problems." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "Embedding dtype drift in eval and tensor-parallel OOM on Qwen2-57B are unrelated." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Different tokenizer/image-processor bugs affecting different inputs and code paths." + "reason": "Resume-from-checkpoint epoch_iterator failure is not the same as FineWeb training not starting." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Both involve memory pressure, but one is a specific model load OOM and the other is a Transformers 5.x int4 reserved-memory regression. Too broad to merge." + "reason": "Unsupported center arg in an extractor and Qwen video-input regression are different failures." }, { - "left": "issue:27957", - "right": "issue:33357", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "XLMRoberta FlashAttention 2 support and CLIP MacOS bus error are unrelated." + "reason": "ReasoningEffort import break and protobuf decode-error masking are unrelated import/error-handling bugs." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are different bugs." + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated model-specific issues." + "reason": "Flash Attention 2 test failures and void segmentation map processing are different model/test issues." } ] }, @@ -9463,287 +9411,312 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 30, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:10000", + "issue:15354", "issue:27957", - "issue:28218", - "issue:29127", + "issue:29942", "issue:32090", - "issue:33290", - "issue:34567", - "issue:34689", - "issue:35141", - "issue:36010", + "issue:33357", + "issue:41720", + "issue:42490", "issue:42915", - "issue:43262", - "issue:43316", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", "issue:43334", "issue:43381", - "issue:43493", - "issue:43525", + "issue:43421", + "issue:43526", "issue:43531", - "issue:43611", - "issue:43646", - "issue:43720", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", "issue:43824", - "issue:43827", "issue:43873", "issue:43931", "issue:43994", - "issue:44062", - "issue:44077", - "issue:44206", + "issue:44186", + "issue:44265", "issue:44279", + "issue:44387", "issue:44442", - "issue:44464", - "issue:44743", - "issue:44811", - "issue:44898", - "issue:44964", + "issue:44462", + "issue:44734", + "issue:44857", "issue:44977", "issue:45072", - "issue:45216", + "issue:45198", + "issue:45229", "issue:45245", + "issue:45372", + "issue:45406", "issue:45440", "issue:45491", - "issue:45584", - "issue:45588", - "issue:45600", - "issue:45907", - "issue:46121", - "issue:46369", - "issue:46399" + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46369" ], "soft_pairs": [ + "issue:43066|issue:44462", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:44734|issue:45406", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:43873|issue:45229", + "issue:43065|issue:43994", + "issue:27957|issue:29942", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43526|issue:45834", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:43526|issue:44186", + "issue:42490|issue:43381", + "issue:43761|issue:45859", + "issue:43575|issue:44387", + "issue:43526|issue:44857", + "issue:27957|issue:33357", "issue:43334|issue:43531", - "issue:44977|issue:45245", "issue:44442|issue:45072", + "issue:44977|issue:45245", "issue:43994|issue:46369", "issue:43824|issue:44279", - "issue:27957|issue:29127", - "issue:29127|issue:35141", - "issue:42915|issue:43931", - "issue:27957|issue:33290", - "issue:44464|issue:45584", - "issue:44743|issue:44811", - "issue:43262|issue:44206", - "issue:45588|issue:45600", - "issue:43646|issue:44077", - "issue:44977|issue:45584", - "issue:44062|issue:45907", - "issue:33290|issue:34567", - "issue:28218|issue:32090", - "issue:43381|issue:43873", - "issue:44464|issue:45491", - "issue:44442|issue:44898", - "issue:46121|issue:46399", - "issue:43316|issue:43525", - "issue:34689|issue:43611", - "issue:32090|issue:33290", - "issue:43720|issue:44442", - "issue:44964|issue:45440", - "issue:34689|issue:36010", - "issue:43931|issue:45216", - "issue:43493|issue:43827" + "issue:42915|issue:43931" ], - "prepared_review_unit_hash": "d57d19c23f999eb7255e66f8f2bdcfaa8ec4b05233bbddab06971fd424eb9ca9", + "prepared_review_unit_hash": "08e68e729ea736be640cb98d2ae0a56f3ec3fcdce8641d0f79c4a4e17863363a", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36689, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "soft_pair_count": 31, + "serialized_chars": 36877, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose collection of unrelated issues; despite some superficial keyword overlap (Qwen, tokenizer, loading, generation), none of the soft pairs look like the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical duplicate emerges: the items span many distinct bugs/regressions across unrelated models, tokenizers, training, and config paths.", + "summary": "This is not a true duplicate cluster: the soft links are all false positives across unrelated bugs, models, and code paths. The titles overlap lexically (tokenizer, flash-attn, OOM, serve, etc.) but not at the concrete failure level.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue: the set is heterogeneous, with only superficial topic overlap.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be chosen as a representative, 43646 is the broadest general regression item (custom model initialization in Transformers 5.0.0), but the cluster is too heterogeneous to treat it as a true canonical.", + "best_issue_reason": "issue:43873 is the broadest/highest-activity report in the set, but it still does not anchor the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Different Qwen model families and different failures: missing pad_token_id on load vs sliding_window behavior." + "reason": "Different tokenizer bugs: decoder type mismatch vs ignoring tokenizer.json." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Unrelated bugs: Qwen3.5 flash-attention generation vs a categorical cardinality/runtime error." + "reason": "Unrelated models and failures: DistilBERT issue vs torch.jit generator-exp export error." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; no shared code-path bug." + "reason": "Import warning for trailing slash path vs quantization/offloading memory behavior." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Different models and symptoms: nonsensical SigLIP2 outputs vs SAM3 LiteText memory overflow." + "reason": "Different code paths: torch.export/torch_compilable_check vs Wav2Vec2 save/tokenization." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Specific missing import for Qwen2_5_VL vs a vague dependency issue; not the same defect." + "reason": "Checkpointing-in-eval bug vs resume_from_checkpoint key mismatch; not the same defect." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." + "reason": "Both are serve-related, but one is KV-cache indexing and the other is Gemma4Processor init." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "One is about clearer error handling; the other is embedding reinitialization after resize." + "reason": "BigBird special-token decode bug vs AutoTokenizer loading the wrong tokenizer source." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Different model-specific loading/runtime problems for Qwen3MoE vs Qwen3-VL." + "reason": "Runtime post-processor sync issue vs Gemma3 sliding-window NaNs; different failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory pressure, but one is offloading+quantization and the other is multi-GPU OOM." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and symptoms: Sam3PixelDecoder dummy layer vs SigLIP2 nonsense outputs." }, { "left": "issue:27957", - "right": "issue:33290", + "right": "issue:29942", "accept": false, - "reason": "Attention backend support issue vs DeepSpeed/Adafactor OOM; no same underlying bug." + "reason": "Flash-Attn 2 support request vs failing Flash-Attn 2 tests; not one concrete bug." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Chunked generation with compiled forward is not the Whisper empty-transcription/alignment failure." + "reason": "Trainer broadcast NoneType error vs MacOS bus error on a CLIP model." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Recurrent-state cache reset bug vs Whisper batch_decode skip_special_tokens handling." + "reason": "Different model implementations: Smollm3 RoPE-layer issue vs DeepseekV3MoE divergence." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Sampling-rate default mismatch in audio chat templates vs unsupported center arg in feature extraction." + "reason": "Gemma4 import dependency error vs Gemma4Processor missing _tokenizer; different root causes." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Flash-attention sinkless-model crash vs stale auto_mappings references to removed configs." + "reason": "Beit reduce_labels bug vs Kosmos2.5 long-OCR index error; unrelated." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Broad custom-model init regression vs a patchtsmixer-specific optional post_init policy change." + "reason": "Both are large-model memory failures, but on different models and with different triggers." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-output bug are different code paths." + "reason": "BF16-to-FP32 eval dtype drift vs undefined video helper/merge_size in multimodal token counting." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "AddedToken constructor argument conflict is unrelated to list_repo_files revision forwarding." + "reason": "DeepseekV3 implementation mismatch vs D-FINE auxiliary-loss behavior; no shared code defect." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Optimizer-related OOM is unrelated to TrainerState token-count bookkeeping." + "reason": "Qwen2 tensor-parallel OOM vs checkpoint resume key mismatch; unrelated." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Tokenizer spacing bug vs distributed broadcast TypeError; no shared root cause." + "reason": "Different tokenizer/image-processor bugs with no shared failure path." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation is not the same as quantization offloading behavior." + "reason": "Trailing-slash import warning vs gradient-checkpointing eval-mode restriction." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 sliding-window NaNs." + "reason": "CLIPVisionModel hidden_states regression vs Qwen3 MoE CPU-offload incompatibility." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver interpolation failure; unrelated." + "reason": "Both are OOM-related, but one is model-parallel loading and the other is int4 reserved-memory regression." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Rope-validation TypeError and missing apply_rotary_pos_emb decorator are different bugs." + "reason": "Beit label reduction bug vs LwDetrImageLoss AMP crash; different subsystems." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:27957", + "right": "issue:33357", "accept": false, - "reason": "Config API discrepancy is too broad to match the specific missing pad_token_id attribute bug." + "reason": "XLMRoberta Flash-Attn 2 issue vs CLIP MacOS bus error; unrelated." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Specific Llama 3.2 vision load break vs generic base_model_prefix loading regression; not the same issue." + "reason": "Qwen3-VL load error due to pad_token_id vs Qwen3-MoE sliding-window behavior." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to the Adafactor/DeepSpeed OOM report." + "reason": "Tokenizer loading problem vs bfloat16 dtype mismatch; different bugs." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "BitNet accelerate loading bug and FastSpeech2Conformer tokenizer loading bug do not share a concrete fix path." + "reason": "Flash-attention generation issue vs category-count limit RuntimeError; unrelated." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 output corruption vs Sam3-litetext memory overflow." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2_5_VL import failure vs vague dependency issue; not the same problem." + }, + { + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE divergence are different model-specific problems." + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch; different models and errors." } ] }, @@ -9757,276 +9730,305 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 31, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:25251", - "issue:28282", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:32090", "issue:33290", + "issue:34567", "issue:34689", "issue:35141", + "issue:36010", "issue:42175", - "issue:42617", + "issue:42796", "issue:42907", - "issue:43295", + "issue:43262", "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", "issue:43550", - "issue:43575", - "issue:43606", "issue:43611", - "issue:43643", - "issue:43650", - "issue:43701", - "issue:43742", - "issue:43761", - "issue:43825", + "issue:43646", + "issue:43720", + "issue:43827", "issue:43873", "issue:43931", + "issue:44062", "issue:44077", - "issue:44188", - "issue:44190", + "issue:44206", "issue:44442", "issue:44464", - "issue:44479", - "issue:44496", - "issue:44568", "issue:44743", - "issue:44855", + "issue:44811", "issue:44871", - "issue:44913", - "issue:44987", - "issue:45137", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", "issue:45290", - "issue:45479", - "issue:45632", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", "issue:45698", - "issue:45759", "issue:45803", - "issue:46178", - "issue:46202", + "issue:45907", + "issue:46121", "issue:46234", - "issue:46421", - "issue:46424" + "issue:46399" ], "soft_pairs": [ + "issue:27957|issue:29127", + "issue:29127|issue:35141", + "issue:43262|issue:44206", + "issue:44464|issue:45584", + "issue:45588|issue:45600", + "issue:44743|issue:44811", + "issue:27957|issue:33290", + "issue:43646|issue:44077", + "issue:44977|issue:45584", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:46121|issue:46399", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:43493|issue:43827", "issue:43550|issue:44743", "issue:42907|issue:45698", - "issue:43873|issue:44871", "issue:44442|issue:45803", "issue:42175|issue:46234", - "issue:43316|issue:45759", - "issue:44479|issue:45290", - "issue:44855|issue:45137", - "issue:43761|issue:44188", - "issue:44464|issue:46421", - "issue:44987|issue:46178", - "issue:44190|issue:44496", - "issue:43643|issue:44913", - "issue:44077|issue:44479", - "issue:44568|issue:45479", - "issue:43295|issue:43825", - "issue:43550|issue:43701", - "issue:25251|issue:28282", - "issue:43606|issue:43701", - "issue:43611|issue:43931", - "issue:33290|issue:34689", - "issue:45632|issue:46424", - "issue:42617|issue:43575", - "issue:43650|issue:46202", - "issue:33290|issue:35141", - "issue:43575|issue:43742" + "issue:42796|issue:45290", + "issue:43873|issue:44871" ], - "prepared_review_unit_hash": "0de7fec18f4d2af85756a84c07c386eeb051cd98f856c129dfee785c2823ef17", + "prepared_review_unit_hash": "8b5960db47ff7b1c11af36e69be00639f16b4009cd9fe82ceaad8774c24470c4", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35041, - "estimated_input_tokens": 8761, - "estimated_eval_tokens": 17778 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36804, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated Transformers issues; the soft similarities are superficial and none look like safe duplicate merges. If a single representative is needed, issue 45698 is the broadest open loading/custom-module bug, but it does not imply a real duplicate cluster.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45698 is the broadest, most active open report about from_pretrained/save_pretrained custom-module mis-resolution, so it is the best single representative if one must be chosen.", + "summary": "This cluster is a loose collection of Transformers issues with superficial title overlap (tokenizers, loading, generation, config, training). The soft links are mostly same-subsystem similarity, not the same underlying bug or mergeable change, so I would not collapse any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45698 is the broadest and most active open regression in the set, centered on save/load behavior, so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the strongest combination of scope, discussion, and inbound references among the listed issues, making it the best overall issue representative despite the lack of true duplicates.", + "best_issue_reason": "Issue 45698 has the strongest triage value: open, well-discussed, and affecting a core serialization path that can surface in multiple downstream workflows.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Different failures: torch.compile SDPA behavior on Bamba vs recurrent-state reset in modular_qwen3_5." + "reason": "Flash Attention 2 support for XLM-Roberta and a LayoutLMv3 error-message issue are unrelated bugs in different models and code paths." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "One is saving dequantized Ministrals/Devstrals; the other is loading the wrong custom module after save_pretrained." + "reason": "One is about clearer validation errors for boxes; the other is about output embeddings being reinitialized after resize. Different failures." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to a Gemma eos_token_id configuration mismatch." + "reason": "Both touch processor/feature-extractor behavior, but one is a wrong default sampling rate and the other is an unsupported argument crash. Not the same bug." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer class loading failure and Fuyu tensor-conversion exception handling are different code paths." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription generation are different generation failures with different triggers." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Backend-install/import packaging issue vs a missing import_utils helper; not the same bug." + "reason": "Flash-attention sink handling and stale auto_mappings config references are separate problems: runtime kernel crash vs CI/import mapping breakage." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Qwen composite config unwrapping in from_config." + "reason": "Recurrent state reset in Qwen3.5 and Whisper batch_decode ignoring skip_special_tokens are unrelated logic bugs." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Video-input regression in Qwen VL models vs chat-template tool-call crashes." + "reason": "Model support for Flash Attention 2 and DeepSpeed/Adafactor OOM are entirely different issues." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Python 3.13 import parsing error is unrelated to the DeepSpeed ZeRO3 deque IndexError." + "reason": "Custom model initialization regression and patchtsmixer post_init allowance are different API/validation concerns, not one underlying bug." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both affect generation, but Qwen3.5 flash-attention behavior and Whisper empty-transcription handling are different model-specific failures." + }, + { + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence are distinct bugs." + "reason": "Tokenizer added-space behavior and Trainer _gpu_broadcast_one NoneType errors are unrelated tokenizer vs distributed-training bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed and num_input_tokens_seen not updating are unrelated training issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor argument conflict and list_repo_files revision forwarding are different APIs and failure modes." }, { "left": "issue:44464", - "right": "issue:46421", + "right": "issue:45491", "accept": false, - "reason": "Compiled forward output inconsistency is different from cache lazy-init causing spurious recompilation." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings from sliding-window attention are distinct problems in different parts of the stack." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Model-loading regression for a specific repo vs a backend mapping error for tensorflow_text." + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are both model-specific, but not the same code path or fix." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to an unrecognized-model/config loading error." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime behaviors." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct not persisting on reload are different config-load failures." + "reason": "Rope-validation TypeError from a JSON-loaded list and a missing decorator for Qwen3.5 rotary registration are unrelated bugs." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Optional post_init validation concern is unrelated to the Qwen video-input regression." + "reason": "Gemma3TextConfig API inconsistency and missing pad_token_id on Llama4Config are different model config defects." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer special-token handling and zero-loss classification behavior do not share the same underlying code path." + "reason": "Phi-4 multimodal loading regression and DeepSeekV3MoE divergence from remote implementation are different model-specific issues." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Processor/tokenizer API breakage and pipeline error-message regression are only broadly related to pipeline APIs." + "reason": "Llama 3.2 vision loading breakage and base_model_prefix loading regression both involve loading, but the root causes are different." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "torch.compile SDPA/OOM behavior is unrelated to resume_from_checkpoint key mismatches." + "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are unrelated runtime failures." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Pipeline top_k shape change is unrelated to missing PyTorch installation ImportError." + "reason": "BitNet packed-weight unpacking during accelerate loading and tokenizer loading failure are different subsystems and bugs." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "CPU offload device mismatch and checkpoint resume key mismatch are different failure modes." + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3.5 save_pretrained regression are both model-family issues, but not the same concrete bug." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "base_model_prefix loading regression is not the same as Qwen3-VL weight-shape mismatch." + "reason": "A model-loading regression and a GenerationMixin import-path issue are unrelated." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are unrelated." + "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are not the same issue; one is model behavior, the other documentation cleanup." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "trust_remote_code cache collisions are unrelated to max_cache_length behavior in quantized cache." + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 recurrent state reset are different model/runtime bugs." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are different problems." + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load themed, but they are not the same defect." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "A placeholder 'ADD THE DATA' report is unrelated to Gemma pipeline roundtrip tokenization failure." + "reason": "Tokenizer load failure and Fuyu tensor conversion swallowing exceptions are unrelated bugs." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Optimizer OOM in DeepSpeed and embedding reinitialization after resize are distinct bugs." + "reason": "Missing TensorFlow backend in a torch-only install and a missing import_utils symbol are different packaging/import issues." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Ministral BPE marker handling and chat_template crashes on tool-call assistant messages are both tokenizer-related, but they affect different paths and inputs." + }, + { + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B and a MobileLLM loading key error are different loading failures." + "reason": "Quantization/offloading behavior and Gemma3 eos_token_id mismatch are unrelated." } ] }, @@ -10040,290 +10042,284 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 32, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:25251", "issue:27957", + "issue:28282", "issue:32090", - "issue:41950", - "issue:43065", - "issue:43232", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42617", "issue:43295", "issue:43316", - "issue:43388", - "issue:43404", - "issue:43441", - "issue:43452", - "issue:43475", - "issue:43504", "issue:43540", - "issue:43572", - "issue:43646", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43701", "issue:43716", + "issue:43742", "issue:43761", + "issue:43825", + "issue:43931", "issue:44077", - "issue:44162", + "issue:44188", "issue:44190", - "issue:44242", + "issue:44464", "issue:44479", "issue:44496", "issue:44514", - "issue:44534", + "issue:44568", "issue:44610", - "issue:44617", - "issue:44792", + "issue:44855", "issue:44871", - "issue:44877", "issue:44913", - "issue:44964", - "issue:44977", - "issue:45127", - "issue:45200", - "issue:45542", - "issue:45584", - "issue:45600", - "issue:45698", + "issue:44987", + "issue:45137", + "issue:45479", + "issue:45632", + "issue:45759", "issue:45803", - "issue:46050", - "issue:46170", "issue:46178", - "issue:46234", + "issue:46202", "issue:46365", - "issue:46369" + "issue:46369", + "issue:46421", + "issue:46424" ], "soft_pairs": [ + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:44855|issue:45137", + "issue:44190|issue:44496", + "issue:44464|issue:46421", + "issue:44987|issue:46178", + "issue:43643|issue:44913", + "issue:44077|issue:44479", + "issue:44568|issue:45479", + "issue:43295|issue:43825", + "issue:43611|issue:43931", + "issue:45632|issue:46424", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:33290|issue:34689", + "issue:42617|issue:43575", + "issue:33290|issue:35141", + "issue:43575|issue:43742", "issue:27957|issue:32090", - "issue:44610|issue:46369", "issue:43316|issue:43716", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:42175|issue:43316", "issue:43295|issue:44871", - "issue:43316|issue:44877", - "issue:43540|issue:44514", - "issue:43404|issue:43441", - "issue:44871|issue:45584", "issue:45803|issue:46365", - "issue:44162|issue:44792", - "issue:41950|issue:43475", - "issue:45803|issue:46170", - "issue:44871|issue:46050", - "issue:43646|issue:44913", - "issue:43452|issue:44496", - "issue:43065|issue:44617", - "issue:45127|issue:45200", - "issue:43572|issue:46178", - "issue:43761|issue:44479", - "issue:43504|issue:45698", - "issue:45542|issue:46234", - "issue:43232|issue:43388", - "issue:44077|issue:44534", - "issue:44792|issue:44977", - "issue:43761|issue:44242", - "issue:44792|issue:45600", - "issue:44617|issue:45584", - "issue:44190|issue:44964" + "issue:43540|issue:44514" ], - "prepared_review_unit_hash": "4250ee0f3a8305da9de25c9e725fb4b977a99f342b2018384435044432a5cb41", + "prepared_review_unit_hash": "a58eaa9f438d5ef8159fcac45fc74d73c6cd32703be8b85bfdcb8bee600081f6", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35531, - "estimated_input_tokens": 8883, - "estimated_eval_tokens": 18022 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose heterogeneous cluster of unrelated Transformers issues; all soft edges look like false positives rather than true duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No true duplicate center stands out. If one issue had to represent the cluster, issue 45698 has the strongest signal (open, high discussion, inbound refs), but it is not actually the same bug as the others.", + "summary": "This cluster is highly heterogeneous: the soft-paired issues span unrelated regressions in loading, generation, tokenization, compilation, deepspeed, and processor behavior. I found no credible duplicate pairs and no meaningful single canonical issue for the set.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue stands out because the items are not a duplicate cluster; they cover many unrelated bug classes and model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a genuinely good global canonical for this set because the topics are too mixed; 45698 is only the closest fallback by activity, not by shared root cause.", + "best_issue_reason": "No single best issue for deduplication: the set is too diverse to anchor on one representative bug without misleading triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:32090", - "accept": false, - "reason": "Different failures: Flash Attention support for XLM-Roberta vs a Trainer/_gpu_broadcast_one NoneType error." - }, - { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Unrelated bugs: OmDet-Turbo image size mismatch vs sam3-litetext memory overflow." + "reason": "Different APIs and failure modes: Gemma3TextConfig configuration discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Different models and root causes: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." + "reason": "CLIPVisionModel.forward missing hidden_states is a model output bug; allow_is_bidirectional_skip on torch.compile is an attention-kernel divergence issue." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Different regression classes: processor.tokenizer/image passing breakage vs Gemma-3 eos_token_id config inconsistency." + "reason": "Python 3.13 torch.jit parsing/indentation error vs DeepSpeed ZeRO3 deque underflow; unrelated subsystems and symptoms." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is not the same as granite_speech being blocked by strict config loading." + "reason": "Local dataset loading script failure is unrelated to an unrecognized model/config loading error for a specific checkpoint." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Both involve Qwen multimodal video/text paths, but one is a video-input ValueError in Qwen3OmniMoe and the other is a batched chat-template padding crash in Qwen2_5_VLProcessor." + "reason": "Both mention chunked generation/prefill, but one is inconsistent outputs under compiled forward while the other is spurious recompilation from cache lazy init; not the same bug." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Different Mistral-family problems: lm_head weight tying vs FlashAttention generation failure." + "reason": "Transformers>=5.1 loading of one model vs Trainer import failing because of datasets/backend resolution; different code paths and root causes." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Gemma-3 eos-token config bug is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "trust_remote_code missing returned config fields is distinct from GPTNeoXConfig rotary_pct not persisting on reload." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Different code paths: FuyuBatchFeature exception handling vs importing Trainer with datasets installed." + "reason": "patchtsmixer post_init allowance and Qwen video-input regression are different model/regression classes." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "ESM2 broken workflow issue and janus test failure do not share the same bug." + "reason": "Tokenizer add_special_tokens regression is not the same as single-label classification with num_labels=1 producing zero loss." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Video-classification processor picking image processors is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." + "reason": "Custom processor.tokenizer/image handling regression is unrelated to an incorrect pipeline translation error message." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to Windows ROCm torch.distributed import issues." + "reason": "base_model_prefix loading break and Qwen3-VL weight-shape mismatch are different model-loading failures." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Gemma-3 eos-token inconsistency is not the same as sinq save/load quantization breakage." + "reason": "trust_remote_code cache-path collision for local models is unrelated to max_cache_length only applying to Quantized Cache." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "A broad Transformers 5 custom-init regression is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both involve model loading, but gguf_file breakage and missing model_type in config.json are different failure modes." + "reason": "Pipeline top_k changing output structure is unrelated to AutoModel failing because PyTorch is missing." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to Sam3Video CUDA OOM." + "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs with no shared code path." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "LoRA/extended-vocab weight-tying collapse and Gemma 4 mm_token_type_ids defaulting are different bugs." + "reason": "Adafactor/DeepSpeed OOM is not the same as Llama 3.2 Vision loading break." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is unrelated to the tensorflow_text backend mapping error." + "reason": "3d_parallel.py runtime failure and tp-load OOM for Qwen2-57B are separate issues." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are distinct model-specific issues." + "reason": "Optimizer OOM in DeepSpeed is unrelated to output embedding reinitialization during post_init." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Legacy-field load failure in BeitSemanticSegmentation is not the same as wrong custom module selection after save_pretrained/from_pretrained." + "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM-125M are not the same bug." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "TensorBoard/TensorFlow backend confusion is unrelated to the missing is_falcon_mamba_ssm_available utility." + "reason": "Flash Attention 2 support for XLMRoberta and NoneType broadcast errors in Trainer are unrelated." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are separate training/runtime bugs." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor/model dtype mismatch." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Optional post_init enforcement for patchtsmixer is unrelated to non-persistent buffers being filled with junk." + "reason": "OmDet-Turbo image-size mismatch and sam3-litetext memory overflow are different problems." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models/problems." + "reason": "The 'ADD THE DATA' issue is too vague to match Gemma pipeline roundtrip failure; no concrete shared bug." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "A vision forward regression is not the same as missing load-balancing loss when output_router_logits=False." + "reason": "Backend packaging/import issue for tensorflow_text is unrelated to the Gemma3TextConfig API discrepancy." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Janus test failure and stale auto_mappings references to Sam3LiteText configs are unrelated." + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are different multimodal/tokenization issues." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Sam3Video OOM is not the same bug as Whisper empty transcription after align_special_tokens." + "reason": "Bare except swallowing interrupts in FuyuBatchFeature is unrelated to Trainer import failure involving datasets." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VLProcessor batched apply_chat_template crash are distinct processor bugs." } ] }, @@ -10337,885 +10333,898 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 33, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:25251", - "issue:27957", - "issue:35141", "issue:41720", - "issue:42490", + "issue:41950", "issue:43065", - "issue:43116", - "issue:43295", - "issue:43335", - "issue:43540", - "issue:43550", - "issue:43644", + "issue:43232", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43572", + "issue:43646", "issue:43673", + "issue:43761", "issue:43827", - "issue:43931", - "issue:43976", "issue:43994", - "issue:44060", "issue:44077", - "issue:44112", + "issue:44162", "issue:44190", - "issue:44462", + "issue:44242", "issue:44479", - "issue:44521", + "issue:44496", "issue:44534", "issue:44610", "issue:44617", "issue:44734", - "issue:44737", "issue:44743", + "issue:44792", "issue:44855", - "issue:44877", + "issue:44871", "issue:44913", - "issue:44938", + "issue:44964", + "issue:44977", "issue:45127", + "issue:45200", "issue:45245", - "issue:45276", - "issue:45357", - "issue:45381", "issue:45542", + "issue:45584", "issue:45588", "issue:45600", - "issue:45632", + "issue:45698", "issue:45803", - "issue:45907", + "issue:46050", + "issue:46170", + "issue:46178", "issue:46234", - "issue:46369", "issue:46421" ], "soft_pairs": [ + "issue:44871|issue:45584", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43404|issue:43441", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43232|issue:43388", + "issue:44077|issue:44534", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:44792|issue:45600", "issue:43673|issue:46421", - "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44617|issue:45584", "issue:43673|issue:44743", + "issue:44534|issue:44913", + "issue:44855|issue:45588", "issue:44479|issue:44734", "issue:43827|issue:43994", - "issue:44855|issue:45588", - "issue:41720|issue:45245", "issue:43065|issue:44610", - "issue:45381|issue:46369", - "issue:35141|issue:42490", - "issue:43931|issue:44060", - "issue:43644|issue:44913", - "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:44617|issue:46369", - "issue:25251|issue:27957", - "issue:44077|issue:44877", - "issue:45127|issue:45357", - "issue:43540|issue:44734", - "issue:44462|issue:45907", - "issue:44112|issue:45600", - "issue:45632|issue:46234", - "issue:43335|issue:44190", - "issue:44737|issue:45803", - "issue:44521|issue:45381", - "issue:43116|issue:44190", - "issue:44938|issue:45542", - "issue:43295|issue:45276" + "issue:41720|issue:45245" ], - "prepared_review_unit_hash": "83048c737243079b512f3bc401b6c78094c6f357d46db91d632ee4c81a32c6f9", + "prepared_review_unit_hash": "3cff294164186a5b1b58ec0a25c31d4871a17774a1e5163418611f9fc6e2a607", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "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": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across different models, scripts, and regressions. None of the soft pairs are strong enough to treat as the same underlying bug, so there is no clear canonical issue or any PR candidate here.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "Most items are unrelated issues that only share broad Transformers/v5 vocabulary. The only plausible duplicate pair is the chunked-prefill cache regression cluster around issues 43673 and 46421.", + "confidence": 0.66, + "canonical_issue_reason": "issue:46421 is the best representative because it describes the broader root cause (lazy cache initialization during chunked prefill) and likely subsumes the narrower symptom reported in issue:43673.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46421 is the strongest cluster anchor: it is the most general, clearly scoped cache/chunked-prefill regression and reads like the underlying problem rather than a symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Both mention chunked prefill and cache, but one is about a missing GenerationMixin cache in v5.0.0 while the other is about lazy cache init causing recompilation; related area, not the same concrete bug." + "reason": "Different models and different failures: Gemma EOS config vs Whisper empty-transcription generation." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "One reports junk-filled non-persistent buffers in v5, the other a GPTNeoXConfig field reverting on reload; different failure modes and code paths." + "reason": "ESM2 breakage and a Janus test failure are unrelated code paths." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Cache/chunked-prefill versus recurrent-state reset are different symptoms and likely different fixes." + "reason": "Bare-except tensor conversion bug vs Windows/ROCm import dependency error." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Different subsystems: video-input regression in multimodal models versus KV-cache continuation indexing in serve responses." + "reason": "Video processor lookup vs SAM3 video output attribute error; not the same bug." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "One is a docs reference to removed pipelines; the other is a runtime correctness issue with a specific model and pipeline usage." + "reason": "EOS-token config mismatch and LoRA merge collapse are different problems." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to a flash-attention crash on sink-less models." + "reason": "Weight tying in Mistral3 is separate from FlashAttention failure in Ministral-3." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 model-init breakage and GPTNeoX config reload drift are not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to the category-count RuntimeError." + "reason": "Tokenizer/model loading with gguf_file is different from missing model_type in config." }, { "left": "issue:43065", - "right": "issue:44610", + "right": "issue:44617", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor input-size mismatch are different model issues." + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to SAM3Video OOM." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Video position-id regression in qwen2.5-vl is unrelated to Sam3LiteText memory overflow." + "reason": "LoRA extended-vocab collapse and Gemma 4 mm_token_type_ids defaulting are different issues." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Embedding reinitialization on resize and local-path import warnings are unrelated." + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are separate failures." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Weight-shape mismatch while loading Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." + "reason": "StableLm pad_token_idx config regression is unrelated to tensorflow_text backend mapping." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "The former is the broad non-persistent-buffer junk regression; the latter is a GPTNeoX config reload issue." + "reason": "Legacy BEIT preset loading and wrong custom module loading are different save/load bugs." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Both are Python compatibility problems, but they are different versions and different failure mechanisms." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to missing import_utils helper." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to loading a local dataset in an example script." + "reason": "Generation sync_gpus kwargs handling and metric label gathering are different subsystems." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both involve memory pressure, but on different models with different root causes; not the same bug." + "reason": "patchtsmixer post_init validation is not the same as non-persistent buffer initialization junk." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Top-k pipeline nesting behavior and Flash Attention 2 support for XLMRoberta are unrelated." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are distinct." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Both touch config validation, but one is about optional post_init in patchtsmixer and the other about granite_speech loading." + "reason": "Vision hidden_states regression does not match MoE load-balancing loss omission." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "LoRA merge with extended vocabulary collapse and incorrect visual encoder keys in save_pretrained are different problems." + "reason": "Janus test failure and Sam3LiteText auto_mappings CI break are unrelated." }, { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to KV-cache continuation tensor indexing in serve." + "left": "issue:43673", + "right": "issue:46421", + "accept": true, + "reason": "Both point to the same chunked-prefill cache initialization regression; 46421 states the broader root cause." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different API paths." + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "CI failure from a stale GraniteSpeech device-override test is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "SAM3Video OOM and Whisper empty-transcription generation failure have no shared code path." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models is unrelated to the missing import_utils helper." + "reason": "Chunked-prefill cache missing and Qwen3.5 recurrent-state reset are different cache bugs." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and dataset loading in an image-classification example are unrelated." + "reason": "Non-persistent buffer junk and rotary_pct reload defaults are separate config/state issues." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "CPU-bound XLNet positional encoding and bare except swallowing errors in FuyuBatchFeature are different code paths." + "reason": "Python 3.13 JIT parsing/indentation error is unrelated to flash_attention s_aux handling." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Both involve multimodal prompting, but assistant mask generation and video vision_position_ids are not the same bug." + "reason": "Video-input regression for Qwen VL models and KV-cache continuation indexing crash are different bugs." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Empty multi-label classification outputs and local dataset loading failure in a different example script are unrelated." + "reason": "Docs still mentioning pipeline() is not the same as SigLIP2 pipeline/model output corruption." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Python 3.14 import failure and the TensorBoard-without-TensorFlow backend error are unrelated." + "reason": "SAM3 pixel-decoder dummy layer and OmDet-Turbo processor size mismatch are unrelated." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings not affecting certain embeddings are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and category-count overflow are completely different failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 43673/46421 cache/chunked-prefill pair is the only clearly plausible duplicate cluster from the provided titles, and the other soft-edge rejections do not overclaim equivalence. No unsupported mergeability claims appear." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 34, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:25251", "issue:27957", "issue:35141", "issue:36246", - "issue:38617", "issue:41628", - "issue:41950", - "issue:42907", + "issue:42490", + "issue:43116", "issue:43295", + "issue:43335", "issue:43404", - "issue:43441", - "issue:43479", - "issue:43526", - "issue:43531", - "issue:43643", - "issue:43650", - "issue:43673", - "issue:43854", - "issue:43901", - "issue:44016", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43931", + "issue:43976", + "issue:44060", + "issue:44077", "issue:44112", - "issue:44186", - "issue:44220", - "issue:44246", - "issue:44464", - "issue:44496", - "issue:44683", + "issue:44190", + "issue:44462", + "issue:44521", + "issue:44617", "issue:44734", - "issue:44933", - "issue:44964", - "issue:45003", - "issue:45042", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", - "issue:45335", - "issue:45362", - "issue:45375", - "issue:45446", - "issue:45563", + "issue:45357", + "issue:45381", + "issue:45542", "issue:45584", - "issue:45588", "issue:45600", "issue:45632", + "issue:45803", + "issue:45907", "issue:46082", "issue:46121", + "issue:46234", + "issue:46369", "issue:46421", - "issue:46424" + "issue:46489" ], "soft_pairs": [ + "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:35141|issue:42490", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:44617|issue:46369", + "issue:43540|issue:44734", + "issue:25251|issue:27957", + "issue:44779|issue:46489", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:44521|issue:45381", + "issue:43295|issue:45276", "issue:45276|issue:45584", "issue:45632|issue:46421", "issue:36246|issue:41628", "issue:46082|issue:46121", "issue:43404|issue:45216", - "issue:45245|issue:45584", - "issue:44246|issue:45003", - "issue:44186|issue:44734", - "issue:44933|issue:45362", - "issue:44464|issue:45563", - "issue:44683|issue:45446", - "issue:43673|issue:46424", - "issue:44964|issue:45600", - "issue:43643|issue:44496", - "issue:43650|issue:44220", - "issue:43854|issue:44964", - "issue:44112|issue:44964", - "issue:36246|issue:38617", - "issue:27957|issue:35141", - "issue:45563|issue:45584", - "issue:43479|issue:45375", - "issue:43531|issue:45600", - "issue:42907|issue:43441", - "issue:43295|issue:45335", - "issue:43526|issue:43901", - "issue:43441|issue:45588", - "issue:44496|issue:45042", - "issue:41950|issue:44016" + "issue:45245|issue:45584" ], - "prepared_review_unit_hash": "7b831980d7f1c77b22660e320f1fa388580145191481eb0e517029e1219e7546", + "prepared_review_unit_hash": "5f4ea19d0fe200cdbe764101bd84a43fe74f26a0d982846b96cd0b80a6f22311", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35506, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "soft_pair_count": 27, + "serialized_chars": 35519, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is only loosely related by Transformers/modeling regressions, but the soft pairs span distinct bugs: import/export issues, config validation, generation/cache behavior, model-specific loading failures, and flash-attention edge cases. None of the candidate pairs look like true duplicates or the same mergeable fix.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out: the items are heterogeneous and the soft links are mostly broad topical similarity rather than the same underlying bug.", + "summary": "Mostly unrelated issue reports with only one plausible duplicate pair: the DeepSeek tokenizer regression in v5. The rest share superficial keywords (tokenizer, config, model loading, memory, Python versions) but describe different models or code paths.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46489 is the most specific and actionable DeepSeek tokenizer regression report: it names the affected model family, the v5 breakage, and the remaining gap in PR #44801's fix.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global duplicate representative because there is no single shared code-path problem across the cluster.", + "best_issue_reason": "issue:46489 is the best representative issue for the only real duplicate cluster because it pinpoints the concrete v5 tokenizer regression and the unresolved fix gap.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Different failures: resize_token_embeddings regression vs Whisper empty-transcription generation path." - }, - { - "left": "issue:45632", - "right": "issue:46421", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Both touch cache-related areas, but one is a trust_remote_code cache-path collision and the other is chunked-prefill recompilation." + "reason": "Both mention Qwen and weights, but they are different model families and different bugs: a load-time shape mismatch vs an incorrect tied-weights warning." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Both are import errors, but for different symbols and modules with different underlying fixes." + "reason": "Different subsystems and symptoms: Qwen2.5-VL video position IDs vs Sam3-LiteText memory overflow." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Different config validation bugs: head_dim rejection vs rope-parameter conversion TypeError." + "reason": "Unrelated bugs: embedding reinitialization after resize vs import warning for trailing-slash local paths." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Different model families and different bugs: tied weights on Mistral3 vs save_pretrained checkpoint correctness on Qwen3.5." + "reason": "Both involve Python compatibility, but one is a version support issue and the other is a specific IndentationError in a scripted model import." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Unrelated: category-count limit error vs Whisper generation empty-output failure." + "reason": "Different problems: non-persistent buffer initialization in Transformers 5.0 vs GPTNeoXConfig losing rotary_pct on reload." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both involve import-time behavior, but one is slowness and the other is unsafe sys.modules access." + "reason": "Completely different code paths: torch.compile/SDPA failure in Bamba vs local dataset loading in an example script." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Tokenizer padding/NER crash and serve KV-cache tensor-indexing crash are different code paths." + "reason": "Both concern config handling, but they are different model-specific loading issues and not the same underlying bug." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Different problems: missing image_utils export vs Qwen3.5-35B chat crash." + "reason": "Different save/merge paths and different models: LoRA merge collapse vs incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Both are generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning." + "reason": "Same broad Sam3 family, but OOM in Sam3Video is not the same bug as memory overflow in Sam3-LiteText." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Same subsystem (flex_attention) but not the same bug: torch>=2.9 compiled failure vs incorrect version check for AuxRequest import." + "reason": "Unrelated: Qwen3OmniMoe video input validation failure vs serving KV-cache continuation indexing bug." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Both are cache-related, but chunked_prefill cache-mixin regression and max_cache_length being ignored are distinct issues." + "reason": "No common underlying bug: pipeline top_k nesting change vs Flash Attention 2 support for XLMRoberta." }, { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Different breakages: model loading for Phi-4 multimodal vs stale auto_mappings reference to removed Sam3LiteText configs." + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in Transformers v5; 46489 is a more specific form of the same broken tokenizer behavior and references the partial fix gap." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both are config-loading problems, but trust_remote_code field loss is not the same as missing model_type unrecognized-model failure." + "reason": "Different bugs: SwitchTransformers sparse-layer creation on zero sparse layers vs dataset loading failure in an image-classification script." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "No relation: a placeholder issue title vs an audio feature-extraction bug." + "reason": "Both touch CI/test breakage, but the underlying causes are different and model-specific." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Different models and different load-time failures; not the same underlying regression." + "reason": "Different API issues: cache-path collision for trust_remote_code vs a missing availability helper in import_utils." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + "reason": "Both involve Hub/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files missing revision forwarding." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Both are import errors, but for unrelated missing exports in different modules." + "reason": "Different bugs: XLNet device placement in relative positional encoding vs bare except swallowing interrupts/errors in FuyuBatchFeature." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Unrelated: Flash Attention 2 support for XLM-Roberta vs output embedding reinitialization after resizing embeddings." + "reason": "Different example scripts and failure modes: empty multi-label classification results vs local dataset loading failure." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Generation issues, but stale warning handling and empty transcription failure are different bugs." + "reason": "Unrelated environment/backend issues: Python 3.14 import failure vs tensorboard-only install causing a TensorFlow backend error." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Both are multimodal config issues, but one is default-init-on-None and the other is a missing field dropped by strict serialization." + "reason": "Both are multimodal issues, but the bug details differ: assistant masks in chat templates vs Qwen2.5-VL video position IDs." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Different areas: Qwen3-MoE sliding_window behavior vs auto_mappings CI breakage." + "reason": "Different regression types and models: processor/tokenizer API breakage vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Same model family only at a high level; dequantized save failure and FlashAttention failure are different concrete bugs." + "reason": "Both involve generation/embeddings behavior, but the reported failures are unrelated." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:45632", + "right": "issue:46421", "accept": false, - "reason": "Both involve token embedding/processor behavior, but one is processor.tokenizer regression and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Different cache/path behaviors: trust_remote_code cache collision vs lazy cache initialization causing recompilation." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Unrelated: image-processor label reduction bug vs outdated pipeline docs behavior mismatch." + "reason": "Both are import errors, but for different symbols and different submodules; not the same missing export bug." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both are flash-attention related, but they fail in different places and with different root causes." + "reason": "Different validation issues: LlamaConfig head_dim constraints vs rope validation rejecting JSON-loaded lists." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Different load/config error vs image-processor torchvision dependency regression." + "reason": "Different save/tie-weight bugs in different model families; not the same underlying issue." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Completely unrelated: pipeline image-processor lookup vs notebook syntax error." + "reason": "No shared bug: category cardinality limit vs Whisper empty-transcription generation failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The single accepted duplicate pair, issue:44779 and issue:46489, is supported by the titles as the same DeepSeek tokenizer regression in v5, and the rest of the verdicts avoid overstating similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 35, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:38175", - "issue:39692", + "issue:27957", + "issue:35141", + "issue:36246", + "issue:38617", "issue:41950", "issue:42175", + "issue:42796", + "issue:42907", "issue:43295", "issue:43299", "issue:43381", - "issue:43388", - "issue:43577", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", "issue:43650", "issue:43673", - "issue:43688", - "issue:43824", + "issue:43854", "issue:43901", "issue:44016", - "issue:44062", - "issue:44075", + "issue:44112", + "issue:44186", "issue:44220", - "issue:44242", + "issue:44246", "issue:44279", "issue:44336", - "issue:44351", - "issue:44368", + "issue:44464", "issue:44496", - "issue:44617", - "issue:44779", + "issue:44521", + "issue:44683", + "issue:44734", "issue:44792", "issue:44933", - "issue:45020", - "issue:45103", - "issue:45200", + "issue:44964", + "issue:45003", + "issue:45042", "issue:45216", - "issue:45278", "issue:45335", - "issue:45357", - "issue:45372", - "issue:45405", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45563", "issue:45584", + "issue:45588", "issue:45593", - "issue:45759", - "issue:45812", - "issue:45823", - "issue:46082", - "issue:46209", - "issue:46234", - "issue:46399", + "issue:45600", "issue:46424" ], "soft_pairs": [ - "issue:42175|issue:44279", - "issue:43299|issue:45216", + "issue:44246|issue:45003", + "issue:44933|issue:45362", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:44464|issue:45563", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:42796|issue:44521", + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:45563|issue:45584", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:44496|issue:45042", "issue:43673|issue:44336", + "issue:43299|issue:45216", "issue:44792|issue:46424", + "issue:42175|issue:44279", + "issue:41950|issue:44016", "issue:43381|issue:45593", - "issue:43901|issue:44496", - "issue:43388|issue:43688", - "issue:44016|issue:44220", - "issue:45335|issue:45584", - "issue:44496|issue:45759", - "issue:44075|issue:44368", - "issue:45372|issue:46234", - "issue:43577|issue:45216", - "issue:46082|issue:46399", - "issue:43650|issue:46209", - "issue:45103|issue:45372", - "issue:44242|issue:45200", - "issue:44279|issue:45405", - "issue:38175|issue:44617", - "issue:43824|issue:44933", - "issue:43299|issue:45357", - "issue:43295|issue:44779", - "issue:41950|issue:45020", - "issue:44351|issue:45278", - "issue:44016|issue:44062", - "issue:39692|issue:43901", - "issue:41950|issue:45823", - "issue:44779|issue:45812" + "issue:43901|issue:44496" ], - "prepared_review_unit_hash": "c17a0cc281a9aeccc3b4e8ad5ce547a91c5cfb3619922a4a7da471bc06d9ff2b", + "prepared_review_unit_hash": "21c97788ce0148726f79aef948f4af0626534c80d0787951c6511fbd9727ee93", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35548, - "estimated_input_tokens": 8887, - "estimated_eval_tokens": 18030 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab-bag of unrelated issues (tokenizers, import errors, model loading, pipelines, docs, training/runtime regressions). The soft links are mostly superficial keyword overlap, not duplicate bugs or the same change.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This set is a heterogeneous grab-bag of unrelated closed issues. None of the proposed soft pairs look like the same underlying bug or a single mergeable fix, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated subsystems (imports, config loading, tokenization, generation, cache handling, pipelines, and docs).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue here: it is a broad, high-impact regression report with substantial discussion and inbound references, so it is the strongest single issue to anchor the set even though the cluster is not truly duplicative.", + "best_issue_reason": "No best issue candidate: nothing here clearly subsumes the others or represents the same bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Different problems: missing TensorFlow in the '[torch]' extra vs a generic dependency issue with transformers. No shared code path." + "reason": "Both relate to imports/performance, but one is about slow import timing and the other about unsafe sys.modules access; not the same bug." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Both are Qwen-related regressions, but one is model loading failure and the other is save_pretrained checkpoint corruption. Distinct bugs." + "reason": "Different failures in different areas: a nonexistent image_utils import vs Qwen3.5 chat model crashes." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Generation cache/chunked_prefill failure and ANSI code emission in loading_report are unrelated subsystems." + "reason": "Tokenizer/NER padding crash is unrelated to a serve KV-cache continuation indexing bug." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "A failing janus image-generation test and cache max length behavior are not the same underlying bug." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compile/runtime failure and the other is a version-check/import-path bug." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary loss omission." + "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked prefill and the other is max_cache_length handling for quantized cache." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Docs mismatch for return_all_scores vs unrecognized model/config import failure; different areas and fixes." + "reason": "Chunked-generation output inconsistency is not the same as a stale warning about num_return_sequences in paged generate()." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Metric gathering drops label elements, while the other is auxiliary-loss normalization. Not the same defect." + "reason": "Model loading for Phi-4-multimodal is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Notebook syntax error and an audio feature extraction issue are unrelated." + "reason": "Both are model-loading issues, but they involve different model families and different failure modes." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer embedding resize bug and Whisper empty-transcription generation failure are different code paths." + "reason": "One is about trust_remote_code dropping fields; the other is an unrecognized model_type in config.json." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "One is model config recognition/import, the other is AutoModelForCausalLM.from_config unwrapping composite Qwen configs. Related family, different bug." + "reason": "CI stale-device override failure in GraniteSpeech is unrelated to Phi-4-multimodal loading." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Unused SGD args and a warning about tie_word_embeddings are unrelated." + "reason": "Placeholder text issue is unrelated to _torch_extract_fbank_features() behavior." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Gemma processor loading import failure and a missing import_utils helper for Falcon availability are separate import issues." + "reason": "Both are ImportErrors, but for different missing symbols in unrelated modules." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained correctness are different regressions." + "reason": "Tokenizer BPE-marker handling is not the same as multimodal assistant_mask generation in apply_chat_template()." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "LlamaConfig validation for head_dim and Qwen3.5 kernel registration/decorator crash are unrelated." + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding resize reinitialization in post_init." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "A placeholder/garbage issue title and FP8 inference on B200 are clearly unrelated." + "reason": "Both involve config defaults, but one is None-handling for Phi4Multimodal and the other is strict field dropping in Qwen3_5MoeVisionConfig." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "auto_docstring annotation crash and Gemma processor import failure do not share the same code path." + "reason": "A stale warning in paged generate is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Missing load balancing loss when router logits are off is distinct from Gemma 4 mm_token_type_ids defaulting behavior." + "reason": "Sliding_window behavior for Qwen3-MoE is unrelated to removed Sam3LiteText config references." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Generic dependency issue vs PEFT version bump to an unreleased release; not the same bug." + "reason": "Custom processor/tokenizer regression is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated model/runtime problems." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to a docs mismatch for return_all_scores." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Qwen2_5_VL import failure and a nonexistent import from image_utils are different missing-symbol issues." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Ministral FlashAttention inference failure." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Qwen3.5/3.6 loading failure and incorrect visual-encoder keys on save_pretrained are different regressions." + "reason": "Both mention flash attention, but the concrete failures differ: Ministral model loading vs s_aux=None crashing in flash_attention.py." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Processor/tokenizer regression for custom model code vs Deepseek tokenizer output regression; same broad theme, different concrete bug." + "reason": "Unrecognized model_type loading error is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Video-classification pipeline using image processors and broad remote_code breakage are too different to be duplicates." + "reason": "Generation cache issues are unrelated to ANSI codes emitted by loading_report." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Missing HybridCache import is a specific symbol issue; the other is a broad upgrade causing many import errors." + "reason": "Qwen3VL MoE loading breakage is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "A janus image-generation test failure is unrelated to cache max length behavior." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs stale behavior are separate documentation problems." + "reason": "Missing TensorFlow in the torch extra is not the same as a generic dependency issue." }, { "left": "issue:41950", - "right": "issue:45823", + "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup and Gemma4 PLE device mismatch are different defects." + "reason": "A pipeline bug is unrelated to a notebook syntax error." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different code paths and bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Deepseek tokenizer regression and Granite token-ID regression are separate tokenizer bugs, not one shared code-path fix." + "reason": "Docs mentioning return_all_scores is unrelated to a model config lacking model_type." } ] }, @@ -11229,298 +11238,280 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 36, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:33290", - "issue:42994", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", "issue:43299", - "issue:43317", - "issue:43441", - "issue:43450", + "issue:43388", "issue:43479", "issue:43525", + "issue:43577", "issue:43650", - "issue:43653", - "issue:43723", + "issue:43688", + "issue:43824", "issue:43854", - "issue:43881", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", - "issue:44162", - "issue:44261", - "issue:44263", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", "issue:44279", - "issue:44297", - "issue:44361", - "issue:44462", - "issue:44466", - "issue:44521", - "issue:44623", - "issue:44671", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", "issue:44683", - "issue:44749", "issue:44779", + "issue:44933", "issue:44987", - "issue:45081", - "issue:45276", - "issue:45325", - "issue:45397", + "issue:45020", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", "issue:45405", "issue:45542", - "issue:45593", - "issue:45600", - "issue:45656", - "issue:45712", + "issue:45584", + "issue:45759", + "issue:45812", "issue:45823", - "issue:45834", - "issue:45907", - "issue:46123", - "issue:46132", - "issue:46369" + "issue:46082", + "issue:46209", + "issue:46234", + "issue:46399" ], "soft_pairs": [ + "issue:43388|issue:43688", + "issue:42796|issue:43650", + "issue:44016|issue:44220", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:45103|issue:45372", + "issue:43824|issue:44933", + "issue:44279|issue:45405", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:39692|issue:43901", "issue:44683|issue:45542", + "issue:43295|issue:44779", "issue:43976|issue:45405", - "issue:43299|issue:43854", + "issue:44779|issue:45812", "issue:43976|issue:44279", - "issue:44297|issue:44462", + "issue:43299|issue:43854", "issue:43479|issue:43525", - "issue:43976|issue:44987", - "issue:43450|issue:44279", - "issue:45081|issue:45907", - "issue:44466|issue:45276", - "issue:43650|issue:46132", - "issue:43441|issue:45834", - "issue:44623|issue:45397", - "issue:44623|issue:44749", - "issue:44521|issue:45325", - "issue:43653|issue:45593", - "issue:42994|issue:43317", - "issue:45600|issue:45712", - "issue:33290|issue:45656", - "issue:46123|issue:46369", - "issue:44261|issue:44263", - "issue:44361|issue:45593", - "issue:44671|issue:44779", - "issue:44016|issue:45823", - "issue:43901|issue:43994", - "issue:43441|issue:44683", - "issue:43723|issue:44162", - "issue:44297|issue:45397", - "issue:43525|issue:43881" + "issue:43976|issue:44987" ], - "prepared_review_unit_hash": "014111c5f621935d718a5e445bf0b7537b62e7a3a3ad868c49080358570e7a0f", + "prepared_review_unit_hash": "8eb38b2aa41555e76089cd07beb29fbfb55114e1b8242dc1128d0361a5b49c0b", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36172, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "serialized_chars": 36442, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A loose cluster of mostly unrelated closed issues, with a recurring theme of Transformers v5 regression reports around tokenizer/model loading. None of the soft pairs look like true duplicates or the same concrete fix target.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in the set, making it the best umbrella representative for the cluster\u2019s repeated v5 loading complaints.", + "summary": "The set is dominated by distinct, unrelated issues; none of the soft pairs appears to be the same underlying bug or change. The only plausible umbrella is the broad upgrade/import-regression report, but it still does not duplicate the other reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for upgrade-induced import failures; the other items are narrower, model- or feature-specific bugs and do not collapse into one root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 has the clearest general wording and spans the common failure mode seen across several nearby reports, so it is the most suitable anchor issue.", + "best_issue_reason": "issue:45278 is the best single representative for the cluster because it captures the most general import-breakage symptom across versions, even though it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different subsystems and failures: flex_attention/torch compatibility vs TensorBoard/TensorFlow backend setup." + "reason": "Different bugs: last-batch label truncation in gather_for_metrics vs auxiliary-loss normalization in OLMoE/GPT OSS." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Unrelated problems: Python version compatibility vs a PEFT minimum-version bump." + "reason": "Unrelated: tokenizer BPE marker handling vs a vague request titled \"ADD THE DATA\"." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and different loading breakages." + "reason": "Different code paths: notebook syntax error vs audio feature extraction failure." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "A platform/version issue versus a vague dependency report; no shared concrete bug." + "reason": "Different models and failures: t5gemma embedding resize bug vs Whisper empty-transcription generation bug." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Both involve tokenizers, but one is bad save_pretrained metadata while the other is AutoTokenizer ignoring repository tokenizer.json." + "reason": "Both are model-loading/config issues, but one is unrecognized model config and the other is composite multimodal config unwrapping; not the same bug." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Different config bugs in different model families; no shared code-path failure." + "reason": "Both are import-related, but they involve different missing symbols in different modules and different downstream failures." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "General Python/packaging compatibility vs one specific model load failure." + "reason": "Different symptoms and fixes: SGD args ignored vs a warning about tie_word_embeddings in Qwen fine-tuning." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Video processor shape bug vs dependency issue; unrelated." + "reason": "Different regressions: dtype propagation in BLIP-2 vs incorrect save_pretrained output for Qwen3.5." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer regex patch crash vs repo listing revision forwarding; different APIs and failure modes." + "reason": "Different issues: LlamaConfig validation on head_dim vs Qwen3.5 rotary-kernel registration failure." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both touch weights/embeddings, but one is generic serialization inconsistency and the other is Gemma4 resize_token_embeddings behavior." + "reason": "Docstring generation crash with future annotations is unrelated to the mistral_common ReasoningEffort import error." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "No substantive overlap beyond generic code-quality wording." + "reason": "Both are import errors, but they are for different missing exports and different model areas; not the same root cause." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "FlashAttention model load failure vs OCR long-input index error; different models and code paths." + "reason": "Generic dependency complaint vs a specific unreleased minimum PEFT version bump; not the same bug." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Missing files in processor.save_pretrained is unrelated to Gemma4 Zero3 from_pretrained behavior." + "reason": "Different training bugs: missing load-balancing loss vs mm_token_type_ids default handling." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Processor saving bug vs performance regression in filtering data; unrelated." + "reason": "Completely different failures: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Multimodal assistant mask generation vs Qwen2.5-VL rope/temporal \u0564\u056b\u0580ology bug; not the same change." + "reason": "Different subsystems and failures: video-classification processor lookup vs remote_code loading regressions." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs D-FINE denoising/aux-loss behavior; unrelated." + "reason": "Both involve Qwen3.5 multimodal models, but one is loading failure and the other is save_pretrained key serialization; not the same bug." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Quantized model saving failure vs dequantized model loading/offload failure; opposite directions and different bugs." + "reason": "HybridCache import missing is one specific import failure; the other is a broad report of many import errors after upgrade, not the same underlying issue." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "CI reference cleanup vs dummy class cleanup; both maintenance issues, but not the same artifact." + "reason": "Notebook syntax error vs AddedToken argument duplication; unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "DeepSpeed adafactor OOM and double-step behavior are not the same concrete bug." + "reason": "No relation: a vague data request vs FP8 inference failure on B200." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "MaskGenerationPipeline batch-finalization bug vs model memory overflow; unrelated." + "reason": "Different bugs in different areas: video pipeline processor lookup vs Gemma4 device-map mismatch." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Both are GLM-related, but one is a config epsilon issue and the other is torch.split return handling." + "reason": "Both are documentation-related, but they concern different examples and different behaviors." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer AttributeError vs D-FINE training-loss behavior; no overlap." + "reason": "Unrelated runtime issues: compiled flex_attention on torch 2.9 vs tensorboard/TensorFlow backend mismatch." }, { - "left": "issue:44671", + "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different model regressions: CamemBERT masked-LM output vs DeepSeek tokenizer correctness." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are entirely unrelated." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch vs model/pipeline output regression; not a duplicate." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "Different attention backends and different failures; too broad to merge." + "reason": "Both are tokenizer regressions, but they affect different paths/models and do not look like one fixable bug." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both are loading-related, but one is a general AutoTokenizer v5 issue and the other is an ESM2-specific breakage." + "reason": "Version/Python support issue vs minimum PEFT version dependency bump; unrelated." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer serialization metadata bug vs Gemma4 Zero3 loading bug; unrelated." + "reason": "Different tokenizer regressions on different model families; too broad to treat as one duplicate." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs GLM-4V loading failure; different model families and causes." + "reason": "Python version support failure vs a generic dependency issue; unrelated." } ] }, @@ -11534,305 +11525,291 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 37, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:16998", - "issue:22355", - "issue:36246", + "issue:33290", "issue:41628", - "issue:41950", - "issue:42491", - "issue:42757", - "issue:42886", - "issue:43262", - "issue:43299", - "issue:43475", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43450", "issue:43525", "issue:43643", - "issue:43673", - "issue:43761", - "issue:43784", - "issue:43824", + "issue:43653", + "issue:43723", + "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:44279", "issue:44291", - "issue:44295", + "issue:44297", "issue:44336", - "issue:44351", - "issue:44373", - "issue:44485", - "issue:44496", + "issue:44361", + "issue:44462", + "issue:44466", "issue:44521", "issue:44589", - "issue:44734", + "issue:44623", + "issue:44671", + "issue:44683", "issue:44749", - "issue:44857", - "issue:44871", - "issue:44964", - "issue:45103", + "issue:44779", + "issue:45081", + "issue:45276", + "issue:45325", "issue:45362", "issue:45397", - "issue:45542", "issue:45593", - "issue:46132", - "issue:46291", - "issue:46369", - "issue:46399", - "issue:46424" + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46123", + "issue:46369" ], "soft_pairs": [ + "issue:43450|issue:44279", + "issue:44297|issue:44462", + "issue:44466|issue:45276", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:44521|issue:45325", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:46123|issue:46369", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:44297|issue:45397", + "issue:43525|issue:43881", "issue:43901|issue:44246", - "issue:43525|issue:43643", "issue:44016|issue:44291", + "issue:43525|issue:43643", "issue:44589|issue:45362", - "issue:41628|issue:43976", "issue:44188|issue:44336", - "issue:43784|issue:45542", - "issue:16998|issue:22355", - "issue:43673|issue:43761", - "issue:44295|issue:45397", - "issue:43262|issue:44521", - "issue:44336|issue:44373", - "issue:45103|issue:46399", - "issue:44242|issue:45593", - "issue:44246|issue:44496", - "issue:42491|issue:43299", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:43824|issue:43976", - "issue:41950|issue:44220", - "issue:36246|issue:42757", - "issue:44734|issue:46424", - "issue:36246|issue:44351", - "issue:43976|issue:44964", - "issue:44336|issue:46424", - "issue:44295|issue:44749", - "issue:43475|issue:46369", - "issue:42886|issue:46132", - "issue:44242|issue:44857", - "issue:46291|issue:46399" + "issue:41628|issue:43976" ], - "prepared_review_unit_hash": "427b05d55326b63f0a7668680c7e661d293fc43ba1631377d370d4cada86742b", + "prepared_review_unit_hash": "0a1aa968050bf2c83e7c12b736f4eec324aeb9b597e172121c51b2460c9f4fc9", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36774, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "soft_pair_count": 28, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only superficial keywords (imports, caches, models, or docs) but not the same underlying bug/change. I would reject all duplicate links.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a safe canonical target here; the items span unrelated bugs across import errors, model loading, cache behavior, docs, and performance.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs, docs issues, tokenizer/model regressions, or environment-specific failures. None of the soft pairs look like the same underlying bug/change, so all should be rejected as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No true duplicate hub stands out; if one issue must anchor the set, issue:44521 is the most active/reference-linked, but the cluster itself is not coherent enough to justify a real canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for consolidation. The cluster does not form one coherent duplicate set, so picking a representative would be misleading.", + "best_issue_reason": "issue:44521 has the strongest discussion/inbound-reference signal and is the most likely to attract follow-up reports, even though it is not a good representation of the rest of the heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Docs mismatch for a pipeline argument vs intermittent import slowness; unrelated problems." + "reason": "Different problems: batched video processor shape vs generic dependency trouble." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Both involve config/attribute issues, but different code paths and causes (`pad_token_id` missing vs remote-code config field loss)." + "reason": "Both involve tokenizer saving/loading, but one is tokenizer_class metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Notebook syntax error and `init_empty_weights` argument error are unrelated." + "reason": "Different failures: lm_head serialization inconsistency vs resize_token_embeddings not updating Gemma4 embeddings/output layers." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Different failures: missing Float8 storage vs Qwen3.5 chat crash." + "reason": "FlashAttention model load/runtime bug vs Kosmos2.5 OCR long-input index error." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Import symbol error and Python-version compatibility issue are not the same bug." + "reason": "Mistral regex patch crash is unrelated to list_repo_files failing to forward revision." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Attention-kernel divergence and ANSI output formatting are unrelated." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; not the same bug." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Sentence-transformers import `NameError` and TensorFlow backend detection are different dependency issues." + "reason": "Processor save_pretrained missing files is unrelated to a Chinese-language performance regression report." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Model max length question vs missing `transformers.onnx` module; not duplicates." + "reason": "Quantized model saving failure vs dequantized model loading/offload failure; related area, different code paths." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Both are v5 regressions, but one is chunked prefill cache handling and the other is CLIP hidden-states output." + "reason": "Both are CI/cleanup-like, but one is stale auto_mappings config references and the other is leftover dummy classes leaking into namespace." }, { - "left": "issue:44295", + "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "`position_ids` buffer access error and Gemma-4 ZeRO3 loading failure are distinct." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Both touch multimodal chat templates, but one is sampling-rate defaulting and the other is assistant-mask generation." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI logging artifact vs docstring wording; not the same bug." + "reason": "Processor save missing files and gemma-4 zero3 from_pretrained are different load/save defects." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Auto-docstring crash with future annotations and Qwen3.5 kernel registration error are unrelated." + "reason": "Multimodal assistant mask generation is unrelated to Qwen2.5-VL rope index scaling." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Missing load-balancing loss and missing auxiliary losses are different model-specific training bugs." + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is optimizer.step being called twice." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Import performance issue vs model-type config error; no shared root cause." + "reason": "Missing rms_norm_eps precision issue is unrelated to torch.split return values in GlmMoeDsaIndexer." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Both involve Qwen/moe regressions, but different versions, models, and failure modes." + "reason": "Final partial batch dropping results is not the same as memory overflow in sam3-litetext." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Import slowness and Gemma EOS-token inconsistency are unrelated." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Terminal ANSI output bug and GLM-5 RoPE discussion are unrelated." + "reason": "Notebook syntax error is not the same as Gemma4 PLE device mismatch during forward." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Missing export and Python-version support problem are not duplicates." + "reason": "Both concern attention kernels, but one is Ministral FlashAttention failure and the other is compiled flex_attention on torch>=2.9." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Video pipeline image-processor lookup and audio fbank extraction are different modality bugs." + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer corruption are different model/tokenizer bugs." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Both are import errors, but for different packages and symbols with different root causes." + "reason": "Docs mentioning return_all_scores is unrelated to SigLIP2 producing bad outputs." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Serving KV-cache continuation bug and cache-length config behavior are different cache issues." + "reason": "AutoTokenizer loading regression and ESM2 breakage are separate model-loading issues." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`)." + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained failures." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Python compatibility note and a specific multimodal model-loading failure are unrelated." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model-specific bugs." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "ANSI formatting issue and cache config semantics are unrelated." + "reason": "Pipeline docs mismatch is unrelated to intermittent import-time slowness." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "`position_ids` buffer error and Chinese report of slowdown after upgrade are not the same bug." + "reason": "A notebook syntax error does not match the init_empty_weights unexpected-argument TypeError." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "SAM 3 attribute error and SAM litetext memory overflow are different problems." + "reason": "Missing pad_token_id in Llama4Config and trust_remote_code missing fields are not the same defect." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Offline cache loading and `AttentionInterface.register` behavior change are unrelated." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Different loss computation bugs in different models." + "reason": "torch.compile attention divergence and ANSI codes in loading_report are completely different bugs." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Kernels dependency/version requirement and Qwen3.5 kernel decorator registration failure are distinct issues." + "reason": "AutoImageProcessor import failure is unrelated to the Python version compatibility issue." } ] }, @@ -11846,292 +11823,303 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 38, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:16998", + "issue:22355", "issue:36246", - "issue:43257", - "issue:43262", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", "issue:43352", "issue:43475", - "issue:43526", - "issue:43540", - "issue:43596", - "issue:43653", "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", "issue:43901", - "issue:44162", + "issue:43976", + "issue:44220", + "issue:44242", "issue:44246", - "issue:44466", - "issue:44479", - "issue:44483", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", "issue:44496", "issue:44561", + "issue:44734", + "issue:44749", "issue:44779", - "issue:44877", - "issue:44987", - "issue:44995", + "issue:44857", + "issue:44871", + "issue:44964", "issue:45003", - "issue:45081", - "issue:45137", - "issue:45200", + "issue:45103", "issue:45250", "issue:45292", - "issue:45335", "issue:45362", "issue:45375", "issue:45397", - "issue:45412", - "issue:45459", - "issue:45561", - "issue:45563", - "issue:45584", - "issue:45600", - "issue:45656", - "issue:45685", - "issue:45701", - "issue:45759", + "issue:45542", + "issue:45593", "issue:45859", - "issue:46123", - "issue:46170", - "issue:46202", + "issue:46132", + "issue:46291", + "issue:46369", "issue:46399", - "issue:46431" + "issue:46424" ], "soft_pairs": [ - "issue:44779|issue:45292", - "issue:45081|issue:45362", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:44734|issue:46424", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:46424", + "issue:43976|issue:44964", + "issue:44242|issue:44857", + "issue:42886|issue:46132", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:46291|issue:46399", + "issue:45362|issue:45375", "issue:45859|issue:46399", + "issue:44779|issue:45292", "issue:43673|issue:44561", "issue:43901|issue:45003", - "issue:44162|issue:45200", - "issue:43352|issue:45250", - "issue:36246|issue:43596", - "issue:43526|issue:45003", - "issue:44496|issue:45003", - "issue:43257|issue:45137", - "issue:45292|issue:45584", - "issue:43262|issue:44246", - "issue:45412|issue:46123", - "issue:45292|issue:45701", - "issue:44561|issue:46399", - "issue:45375|issue:45759", - "issue:44877|issue:45375", - "issue:45561|issue:45563", - "issue:44987|issue:45459", - "issue:45397|issue:45656", - "issue:44466|issue:45335", - "issue:45685|issue:46431", - "issue:44995|issue:45200", - "issue:45137|issue:45600", - "issue:43475|issue:43540", - "issue:44479|issue:46170", - "issue:43653|issue:44162", - "issue:44483|issue:46202" + "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "413370486a58a8a1ee5b794144c0cd7c2fc57f284380e5603195a8928969f084", + "prepared_review_unit_hash": "39ba06f3726343ee3f6ca4f60d67e63de2a32dfb58bde10fa7c408d86724727b", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36521, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 35689, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster here: the soft-linked pairs mostly share broad subsystems (Qwen, DeepSpeed, generation, tokenizers) but point to different failure modes, models, or code paths. I would not merge any of the candidate pairs.", - "confidence": 0.9, - "canonical_issue_reason": "If a representative issue is needed, issue:44479 is the broadest recent user-facing regression here, spanning multiple related Qwen multimodal variants and describing a concrete broken code path.", + "summary": "These are mostly separate Transformers issues across import regressions, model-loading failures, cache/attention bugs, and a few docs/runtime nits. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43824 is the strongest representative of the recurring v5 import/export regression theme: it is a concrete top-level missing-symbol failure, has multiple inbound references, and is a clear user-facing breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best single representative because it is a clear, high-impact regression with a specific reproduction and wider surface area than the others.", + "best_issue_reason": "Issue 43784 is a very clean, reproducible downstream import failure with a precise error message; it is a good exemplar of the import-breakage class even though it is narrower than 43824.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both are v5 regressions, but one is DeepSeek tokenization output corruption and the other is resize_token_embeddings not updating output embeddings; different bugs." + "reason": "Different failures: sentence-transformers import NameError vs TensorBoard/TensorFlow backend setup." }, { - "left": "issue:45081", - "right": "issue:45362", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Mistral regex patch crash and Qwen3.5 chat failure are unrelated model/path failures." + "reason": "Both are v5 regressions, but cache handling in chunked prefill and CLIP hidden_states behavior are different code paths." }, { - "left": "issue:45859", + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code output bug in loading_report vs a wrong docstring for position_ids; runtime vs docs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question is unrelated to the missing transformers.onnx module import error." + }, + { + "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Both mention Qwen3.5, but one is CPU offload rotary embedding compatibility and the other is a missing decorator for kernel registration; not the same bug." + "reason": "auto_docstring annotation crash and Qwen3.5 rotary-kernel registration crash are unrelated bugs." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Generation cache handling in chunked prefill and removal of is_torch_fx_available affecting trust_remote_code are separate regressions." + "reason": "MoE load-balancing loss omission vs D-FINE auxiliary-loss behavior; different models and loss logic." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "position_ids buffer access error is not the same as gemma-4 zero3 from_pretrained failure." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are different model-specific issues." + "reason": "Import slowdown sometimes vs unrecognized model/config error; no shared underlying bug." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "One is an unsupported-model error for FA2; the other is a generic Flash Attention 2.0 topic with no matching failure mode." + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL model loading; different concrete failures." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "ImportError for Qwen2_5_VLImageProcessor and a DeepSpeed ZeRO3 deque IndexError are unrelated." + "reason": "Import timing issue vs Gemma eos_token_id configuration mismatch." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "BEiT label reduction bug and sys.modules access bug do not share the same code path." + "reason": "Loading-report ANSI escape codes vs GLM-5 RoPE implementation discussion are unrelated." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Unrecognized model/config loading failure is distinct from modeling_utils sys.modules misuse." + "reason": "Missing Qwen2_5_VL export is unrelated to Python 3.9/3.10 compatibility." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion during load and the other is a ZeRO3 deque underflow; different concrete problems." + "reason": "Video pipeline image-processor lookup and _torch_extract_fbank_features are separate audio/video code paths." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "resize_token_embeddings/output embeddings mismatch is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "KV-cache continuation tensor indexing bug is different from max_cache_length being honored only for quantized cache." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Audio processor sampling-rate defaulting and slow import behavior are unrelated." + "reason": "Both are import errors, but one is a missing Qwen2_5_VL symbol and the other is a huggingface_hub API import break." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Memory release on delete and a final-batch mask generation bug are different subsystems and failures." + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing HybridCache export; same symptom class, different symbols/causes." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "trust_remote_code breakage from a removed helper is unrelated to Qwen3.5 kernel registration." + "reason": "ANSI-code rendering bug is unrelated to cache-length configuration behavior." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Strict-config field dropping and from_config not unwrapping text_config are both Qwen multimodal, but they are different config-handling bugs." + "reason": "Python-version support regression vs a specific Phi-4 multimodal loading failure." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Both are strict-config related, but they affect different configs and different missing-field behavior." + "reason": "MoE load-balancing loss issue is unrelated to the LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "A pytest-xdist file race and a stale warning in paged generate are unrelated." + "reason": "Offline cache loading failure and AttentionInterface.register behavior change do not describe the same bug." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Loading failure for a specific model and protobuf decode-error masking are different error paths." + "reason": "Buffer access error and tokenizer slowdown are unrelated regressions." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and optimizer step being called twice under DeepSpeed are separate bugs." + "reason": "SAM3 vision-encoder missing attribute and SAM3 litetext memory overflow are different failure modes." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Both concern weights/embedding serialization, but one is inconsistent lm_head serialization and the other is resize_token_embeddings not updating decoder.embed_tokens; not the same code path." + "reason": "Kernels v0.15 version/revision requirement for evaluate is unrelated to Qwen3.5 apply_rotary_pos_emb registration failure." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "MoE MPS histogram support and missing chat template errors are unrelated." + "reason": "Qwen3.5 chat crash and missing deepstack_visual_indexes in config are different issues." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type-id defaults are different model behaviors." + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to the missing decorator crash in kernels registration." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "DeepSpeed deque pop underflow and auto_mappings.py referencing removed configs are not the same underlying bug." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are different subsystems." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Both are video-input failures, but they hit different models and different internal objects/code paths." + "reason": "Cache missing during chunked prefill is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Qwen multimodal video regression and a Windows/ROCm torch.distributed import problem are unrelated." + "reason": "Docs wording for return_all_scores does not match unsafe sys.modules access in modeling_utils." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Tokenizer special-token registration bug and ESM2 model breakage are different issues." + "reason": "Nemotron lacking Flash Attention 2 support is not the same as the generic Flash Attention 2 issue." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44749", + "right": "issue:45292", "accept": false, - "reason": "Chat/completions request handling and Gemma pipeline roundtrip tokenization are unrelated." + "reason": "Tokenizer slowdown after upgrade and resize_token_embeddings/output_embeddings mismatch are unrelated." } ] }, @@ -12145,298 +12133,298 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 39, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", - "issue:42371", - "issue:42886", - "issue:42994", + "issue:36246", "issue:43065", + "issue:43257", + "issue:43262", "issue:43408", "issue:43475", - "issue:43482", - "issue:43643", - "issue:43646", - "issue:43701", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", "issue:43906", - "issue:43931", - "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", - "issue:44188", - "issue:44297", - "issue:44361", + "issue:44246", "issue:44368", - "issue:44623", - "issue:44749", - "issue:44869", - "issue:44871", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44561", "issue:44877", - "issue:44933", "issue:44977", + "issue:44987", "issue:44995", "issue:45003", - "issue:45092", - "issue:45229", - "issue:45230", - "issue:45356", - "issue:45381", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", "issue:45397", + "issue:45412", + "issue:45459", "issue:45561", "issue:45563", "issue:45584", "issue:45588", + "issue:45600", "issue:45656", + "issue:45685", + "issue:45701", + "issue:45759", "issue:45987", "issue:46082", - "issue:46132", + "issue:46123", "issue:46170", - "issue:46202" + "issue:46202", + "issue:46399", + "issue:46431" ], "soft_pairs": [ + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:45412|issue:46123", + "issue:43262|issue:44246", + "issue:44561|issue:46399", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:45137|issue:45600", + "issue:45685|issue:46431", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44483|issue:46202", "issue:44368|issue:44977", - "issue:43065|issue:43408", "issue:44995|issue:45588", "issue:44368|issue:45563", + "issue:43065|issue:43408", "issue:43906|issue:46202", - "issue:44877|issue:46170", - "issue:45987|issue:46082", - "issue:43931|issue:44368", - "issue:45003|issue:45561", - "issue:44060|issue:44077", - "issue:42886|issue:45229", - "issue:44297|issue:44623", - "issue:45584|issue:46170", - "issue:44361|issue:44749", - "issue:44623|issue:45656", - "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:44869|issue:45356", - "issue:43646|issue:44162", - "issue:45230|issue:45397", - "issue:44871|issue:46132", - "issue:44188|issue:46202", - "issue:44038|issue:44623", - "issue:42994|issue:43482", - "issue:43475|issue:45381", - "issue:43475|issue:43643", - "issue:28282|issue:30990", - "issue:42371|issue:45092", - "issue:41628|issue:44933" + "issue:45987|issue:46082" ], - "prepared_review_unit_hash": "d0ab7766f6b2c57dc78c412d5c2fca7f443f89147f6712c27118c743fc44a743", + "prepared_review_unit_hash": "bf8f33755dacb50a2e2f82554c2500d43264322ae89e8c30accb20262a3a84a6", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36153, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose, mostly unrelated collection of Transformers bug reports with no convincing duplicate issue/PR pair. The best representative issue is a broad v5 regression ticket rather than a model-specific edge case.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43646 is the broadest framework-level regression here: Transformers 5.0 breaking custom model initialization. It is more central and representative than the narrower model-specific failures.", + "summary": "Loose collection of unrelated bug reports across model loading, configs, tokenizers, video/audio processors, and testing infra. None of the soft-similarity pairs look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest regression-style report in the set and the best umbrella candidate, but the cluster does not actually contain a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single anchor for the cluster because it describes a core, user-facing compatibility break in v5 and overlaps conceptually with several other regression-style reports.", + "best_issue_reason": "issue:44479 has the widest apparent blast radius across multiple Qwen multimodal variants, making it the most representative issue despite weak overall cluster cohesion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Both mention Qwen3.5, but one is a config warning during LoRA fine-tuning and the other is a flash-attention generation failure. Different bugs." + "reason": "Different domains: ESM2 model breakage vs Gemma 4 multimodal token defaults." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type mismatch warning. Not the same code path." + "reason": "Unrelated failures: Qwen2.5-VL import error vs DeepSpeed/Bert zero3 index error." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Different failures in different areas: GLM MoE stale cache on second forward vs flash-attention crashing on s_aux=None." + "reason": "Different bugs in different code paths: BEiT label reduction vs unsafe sys.modules access." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "A Qwen3.5 tied-weights warning is unrelated to a paged generate() stale warning for num_return_sequences." + "reason": "Model config loading error vs internal sys.modules lookup bug; not the same issue." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Isolated reproduction of one issue versus a Gemma tokenizer roundtrip failure. No shared underlying bug." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to ZeRO3 deque underflow." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a Windows/ROCm torch.distributed import dependency problem." + "reason": "Different subsystems: token embedding resize behavior vs Whisper empty transcription generation." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "StaticCache returning a shape-(1,) tensor and LlamaConfig head_dim validation are distinct API/validation issues." + "reason": "RT-DETR memory release bug is unrelated to MaskGenerationPipeline batch handling." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning are different model-loading problems." + "reason": "Audio chat-template sampling rate default bug vs import-time slowdown are different problems." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a pytest-xdist race on captured_info.txt." + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a rotary-pos-emb registration issue." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Qwen3-Next tied-weights warnings and patchtsmixer post_init policy are unrelated changes." + "reason": "resize_token_embeddings behavior does not match a broad tokenization-version-change report." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Offline tokenizer cache loading failure is not the same as a Gemma4 multi-GPU CUDA OOM." + "reason": "Missing config field in Qwen3.5MoeVisionConfig vs composite config unwrapping in AutoModelForCausalLM." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is missing processor files. Different defects." + "reason": "Strict config loading for granite_speech is unrelated to Qwen3.5MoeVisionConfig field dropping." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Windows/AMD ROCm torch.distributed import error." + "reason": "Testing-utils xdist race condition is unrelated to paged generate stale warning behavior." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "MLukeTokenizer AttributeError and a transformers upgrade slowdown are not the same bug." + "reason": "Loading physical-intelligence/fast on newer transformers is not the same as tokenizer decode-error masking." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed calling optimizer.step() twice." + "reason": "Both involve embeddings, but one is tied-weight serialization and the other is t5gemma resize propagation." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "A performance regression after upgrade does not match a double optimizer-step bug." + "reason": "GlmMoeDsa second-forward stale cache bug is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Checkpoint resume key mismatch and slower filtering after upgrade are different issues." + "reason": "Gemma 4 ZeRO3 loading issue is not the same as optimizer stepping twice under deepspeed." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Whisper timestamp decode crashing on a trailing replacement character is unrelated to a Kimi tokenizer codec regression." + "reason": "Different DeepSpeed-related failures: deque underflow vs stale auto_mappings references." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "A generic custom-model initialization regression is not the same as an ESM2-specific breakage report." + "reason": "MPS histogram-on-Int MoE error is unrelated to missing chat-template support." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Generic bug report versus Gemma-4 ZeRO3 from_pretrained failure; no shared underlying issue." + "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video ValueError are different model bugs." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register changing callback behavior." + "reason": "Qwen multimodal video regression is unrelated to Windows/ROCm distributed import/type errors." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "A torch.compile attention-kernel branching bug is unrelated to a Gemma pipeline roundtrip failure on \u2581." + "reason": "Tokenizer special-token registration bug is unrelated to ESM2 model breakage." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different areas and different symptoms." + "reason": "Chat completions request validation regression is unrelated to Gemma pipeline roundtrip tokenization." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure in v5." + "reason": "A tie_word_embeddings warning from fine-tuning is not the same as a flash-attention generation failure." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "SAM3 VisionEncoderOutput missing fpn_position_embeddings and Qwen2.5-VL video vision_position_ids are unrelated." + "reason": "Stale cache on second forward pass is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Missing SAM3 output attributes and trust_remote_code missing fields are distinct model-loading problems." + "reason": "Model config warning during LoRA fine-tuning is unrelated to paged generate stale warnings." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "AutoModel missing PyTorch is an environment import error, not a loading hang." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sampler type warning involve different SAM3 components." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "TF32 API settings guidance is unrelated to old InternVL2 remote-code checkpoints breaking under v5 meta initialization." + "reason": "Repro of an earlier issue is unrelated to Gemma pipeline roundtrip failure." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Cannot import AutoImageProcessor and a nonexistent import from image_utils are related only at a broad import-error level, not the same concrete bug." + "reason": "StaticCache seq-length return-type contract issue is unrelated to LlamaConfig head_dim validation." } ] }, @@ -12450,310 +12438,304 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 40, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:30333", + "issue:28282", "issue:30990", - "issue:33290", - "issue:35141", - "issue:36010", "issue:41628", - "issue:42175", - "issue:42673", - "issue:42831", - "issue:42898", + "issue:42371", + "issue:42886", "issue:42994", - "issue:43065", "issue:43232", - "issue:43278", - "issue:43377", + "issue:43475", + "issue:43482", "issue:43525", + "issue:43643", + "issue:43646", "issue:43673", - "issue:43704", + "issue:43701", "issue:43784", - "issue:43824", - "issue:43901", + "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", "issue:44188", - "issue:44222", - "issue:44242", - "issue:44351", - "issue:44373", - "issue:44496", - "issue:44568", + "issue:44297", + "issue:44361", + "issue:44368", "issue:44623", - "issue:44792", - "issue:44964", - "issue:45081", - "issue:45103", - "issue:45137", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:45003", + "issue:45092", + "issue:45229", + "issue:45230", "issue:45310", + "issue:45356", "issue:45375", - "issue:45406", + "issue:45381", + "issue:45397", "issue:45478", "issue:45561", - "issue:45600", - "issue:45712", - "issue:46077", - "issue:46123", + "issue:45584", + "issue:45656", + "issue:46132", + "issue:46170", "issue:46202", "issue:46399", "issue:46421" ], "soft_pairs": [ + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:42886|issue:45229", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44869|issue:45356", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:44188|issue:46202", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933", "issue:43232|issue:43673", "issue:44188|issue:46421", "issue:45375|issue:45478", "issue:42994|issue:43525", "issue:45310|issue:45375", - "issue:43784|issue:46399", - "issue:42673|issue:43704", - "issue:45081|issue:45103", - "issue:44964|issue:45137", - "issue:41628|issue:44351", - "issue:45406|issue:46202", - "issue:44222|issue:45310", - "issue:42994|issue:43824", - "issue:46077|issue:46123", - "issue:44038|issue:45310", - "issue:36010|issue:41628", - "issue:42831|issue:44222", - "issue:42175|issue:45712", - "issue:44496|issue:45561", - "issue:45561|issue:45600", - "issue:43901|issue:45561", - "issue:43232|issue:44792", - "issue:43377|issue:44242", - "issue:42898|issue:44568", - "issue:43278|issue:45137", - "issue:30990|issue:35141", - "issue:44623|issue:45310", - "issue:30333|issue:33290", - "issue:44188|issue:44373", - "issue:43065|issue:46123" + "issue:43784|issue:46399" ], - "prepared_review_unit_hash": "09441b868f0b7b5d8b02bd9196e3e9acf16955adb29ffd17486bc8d8491c59af", + "prepared_review_unit_hash": "b8e4b94b2761ca5f135eb24bdf9e79f0635319d47ace9db5a06ac05bd72cca15", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36067, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36170, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and does not form one coherent duplicate cluster. The only strong duplicates are two exact-title pairs: Qwen3ForCausalLM VRAM leak and Qwen3.5 MoE from_pretrained error.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Mostly a heterogeneous bucket of unrelated Transformers bugs. The only clear duplicate chain is the Qwen3.5-Moe `from_pretrained` regression: issue 45310 is the broad report, 45375 narrows it to the missing `deepstack_visual_indexes` field, and 45478 is a re-report of the same failure.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the broadest, most general report of the Qwen3.5-Moe `from_pretrained` regression; 45375 provides the concrete root cause, and 45478 appears to be the same bug reported again.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45310 is the best canonical issue because it captures the user-visible failure without being overly narrow, making it the most suitable anchor for the duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Both are generation/cache-related, but they describe different code paths and failures." + "reason": "Different failures: a Qwen3-VL weight-shape load error vs a tie-weights warning for Qwen3.5 fine-tuning." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Attention-kernel branching on torch.compile is a different bug from lazy cache init causing recompilation." + "reason": "Unrelated: strict config loading for `granite_speech` vs Windows/ROCm import and `torch.distributed` dependency issues." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Same model family, but one is a missing vision config field and the other is only a generic from_pretrained failure." + "reason": "Both touch model internals, but one is a tied-weights warning and the other is a `post_init` API policy change; not the same bug." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Quantized save failure and missing pad_token_id are unrelated failure modes." + "reason": "Different code paths: unsafe `sys.modules` access vs a pytest-xdist race on `captured_info.txt`." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a generic load error and the other is a specific config-field omission." + "reason": "Completely different problems: offline tokenizer cache loading vs multi-GPU CUDA OOM." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Both are import/registration crashes, but they involve different symbols and different code paths." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage." + "reason": "Unrelated: Whisper empty-transcription generation failure vs Windows/ROCm import-time dependency issues." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Both crash with AttributeError, but in different modules and unrelated logic." + "reason": "Both involve save/pretrained serialization, but tokenizer class mismatch and missing processor files are different concrete bugs." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "These are unrelated: Phi-4 multimodal loading vs a DeepSpeed ZeRO3 deque underflow." + "reason": "Different symptoms and subsystems: MLukeTokenizer AttributeError vs preprocessing slowdown after an upgrade." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Both are import errors from transformers, but for different missing names and likely different causes." + "reason": "Filtering slowdown and optimizer stepping twice under deepspeed are unrelated behaviors." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Gemma-related, but one is a processor attribute crash and the other is a tokenizer roundtrip issue." + "reason": "Processor save/pretrained file issues do not match deepspeed optimizer double-step behavior." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained are different concrete bugs." + "reason": "Checkpoint resume key mismatch is unrelated to preprocessing latency." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Quantized model saving and an import error for a different model class are unrelated." + "reason": "`trust_remote_code` missing fields and ESM2 breakage are different failures and likely different fixes." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Both touch generation/pipeline behavior, but one is attention masking and the other is final-batch result dropping." + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are distinct tokenizer/decoding bugs." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Different Qwen3.5/VL-Moe regression than the generic from_pretrained error." + "reason": "Gemma eos-token-id configuration mismatch is unrelated to AttentionInterface registration behavior changes." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Both are import failures, but for different exported classes and different root causes." + "reason": "Generic bug report vs a specific Gemma-4 zero3 `from_pretrained` issue; not enough to be the same bug." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "FP8 accuracy regression is not the same bug as FP8 MoE save_pretrained failure." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to Gemma pipeline roundtrip behavior." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Packaging/backend dependency issue and dummy-class cleanup issue are unrelated." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different quantization/load paths." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Model config loading failure is unrelated to the xdist captured_info.txt race." + "reason": "Qwen3-VL-Moe / transformers 5 behavior is unrelated to processor save/pretrained missing files." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Test-file race and removed dummy Sam3LiteText configs are different issues." + "reason": "SAM3 vision encoder attribute error and `trust_remote_code` config field loss are different bugs." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Docstring/API behavior mismatch is unrelated to the xdist file race." + "reason": "AutoModel missing PyTorch import and Sentence Transformers loading hang are not the same underlying issue." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Generation cache sync bug and janus image-generation test failure are different problems." + "reason": "TF32 API deprecation is unrelated to InternVL2 meta-initialization incompatibility." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Missing padding-mask support and missing load-balancing loss are different code paths." + "reason": "SAM3 vision encoder missing attribute vs Qwen2.5-VL video position IDs bug are unrelated." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are separate tokenizer bugs." + "reason": "Both mention import/export problems, but they refer to different missing names and likely different breakages." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Embedding dtype drift in eval and a ZeRO3 deque error are unrelated." + "reason": "Generation kwargs sync after `sync_gpus` and missing cache during chunked prefill are different generation-path bugs." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Sentence-Transformers loading stall and embedding reinit on resize are unrelated." + "reason": "Different cache/compile issues: divergent attention kernels vs spurious recompilation with chunked prefill." }, { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save_pretrained file omission is not the same as the Qwen3.5 MoE load error." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-Moe `from_pretrained` failure on transformers>=5.4.0; 45478 is a re-report of the same bug." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "MLflow reporting after failed training and Adafactor OOM are unrelated." + "reason": "Quantized save failure and Llama4 missing `pad_token_id` are unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "Attention-kernel divergence and a wrong docstring are unrelated." + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5-Moe load regression; 45375 is the concrete missing-field diagnosis of the failure reported in 45310." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Dummy Conv2d cleanup and final partial-batch dropping are unrelated bugs." + "reason": "Sentence-transformers import `nn` failure and Qwen3.5 kernel registration error are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The summary correctly distinguishes the two exact-title duplicate pairs from the rest of the heterogeneous set, and the soft-edge rejections do not overclaim evidence." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The Qwen3.5-Moe chain (45310 \u2192 45375 \u2192 45478) is supported by matching titles and the later diagnosis issue, while the other pair verdicts avoid overclaiming same-bug relationships. No obvious overstatement found." }, "evaluator_used": true, "retried": false, @@ -12764,625 +12746,640 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 41, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:27957", "issue:30333", - "issue:34689", + "issue:30990", + "issue:33290", "issue:35141", - "issue:36331", + "issue:36010", "issue:41628", "issue:42175", "issue:42222", - "issue:42757", + "issue:42673", "issue:42831", "issue:42898", - "issue:43475", - "issue:43479", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43704", "issue:43723", "issue:43784", "issue:43824", - "issue:43874", - "issue:43976", + "issue:43901", "issue:44016", - "issue:44060", - "issue:44075", - "issue:44079", + "issue:44038", + "issue:44188", "issue:44222", - "issue:44295", - "issue:44297", - "issue:44448", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", "issue:44568", "issue:44623", - "issue:44734", - "issue:44779", - "issue:44869", - "issue:44933", - "issue:45092", + "issue:44792", + "issue:44964", + "issue:45081", "issue:45103", - "issue:45125", + "issue:45137", "issue:45200", - "issue:45245", "issue:45310", - "issue:45356", - "issue:45405", - "issue:45656", + "issue:45406", + "issue:45561", + "issue:45600", "issue:45712", "issue:45812", - "issue:46132", - "issue:46231", - "issue:46305", - "issue:46326" + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231" ], "soft_pairs": [ + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:45406|issue:46202", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42898|issue:44568", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44188|issue:44373", + "issue:43065|issue:46123", "issue:42222|issue:45200", "issue:42898|issue:45812", "issue:43723|issue:44568", - "issue:43784|issue:43824", "issue:44016|issue:46231", - "issue:42898|issue:44779", - "issue:43874|issue:45092", - "issue:44734|issue:45103", - "issue:42898|issue:45356", - "issue:44295|issue:45656", - "issue:44075|issue:46231", - "issue:43723|issue:46326", - "issue:42898|issue:44448", - "issue:42175|issue:44933", - "issue:44222|issue:44297", - "issue:45405|issue:45712", - "issue:44060|issue:45125", - "issue:44297|issue:45656", - "issue:43976|issue:44933", - "issue:44933|issue:45712", - "issue:44222|issue:44623", - "issue:27957|issue:30333", - "issue:30333|issue:34689", - "issue:44448|issue:46132", - "issue:42831|issue:44623", - "issue:43479|issue:44079", - "issue:30333|issue:36331", - "issue:30333|issue:35141", - "issue:45245|issue:46132", - "issue:44297|issue:45310", - "issue:43479|issue:44869", - "issue:43475|issue:46305", - "issue:41628|issue:42757" + "issue:43784|issue:43824" ], - "prepared_review_unit_hash": "6e64490b4c67ef0bb15810eec7584088c26690af0d28b5f466693831679b9a0b", + "prepared_review_unit_hash": "87523177b787b4355983a6fd85d4c689b8596a2293d474d80ae945253eb2f0f0", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37176, - "estimated_input_tokens": 9294, - "estimated_eval_tokens": 18844 + "soft_pair_count": 29, + "serialized_chars": 35801, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformer issues (model-specific regressions, tokenizer bugs, packaging/import errors, docs, and optimizer/training problems). None of the soft-similarity pairs looks like the same underlying defect or change, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Different subsystems and symptoms: VitPose model breakage vs Gemma 4 multimodal token type defaults." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failures; not the same bug." - }, + "summary": "This cluster is mostly heterogeneous issue reports. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; all other soft pairs appear to describe different bugs, models, or subsystems.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more substantial instance of the exact duplicate bug report also seen in issue:43704 (same title and same Qwen3ForCausalLM multi-dataloader-thread VRAM leak).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the cluster\u2019s only true duplicate pair: it is the same concrete bug as issue:43704 and is more likely to contain the fuller original context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Both concern tokenization in v5, but one is AutoTokenizer loading and the other is missing BOS/EOS insertion for a specific tokenizer." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same bug report and same title; both describe Qwen3ForCausalLM leaking VRAM when used in multiple dataloader threads." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in unrelated modules." + "reason": "Different crash sites and causes: Mistral tokenizer regex patching vs auto-docstring processing with future annotations." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Notebook syntax error and doc parameter-name mismatch are unrelated." + "reason": "Unrelated failures: Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque pop error." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different model families and different tokenization behavior." + "reason": "Both are import errors, but for different symbols and likely different fixes: AutoImageProcessor vs HybridCache." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different multimodal loading paths: missing image-patch method vs remote-code meta-initialization incompatibility." + "reason": "Different Gemma-related bugs: transformers serve processor attribute error vs pipeline roundtrip tokenization issue." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Serve KV-cache indexing crash and auto-docstring annotation crash are unrelated code paths." + "reason": "Distinct FP8/Qwen issues: save_pretrained for moe models vs from_pretrained error for Qwen3.5 MoE." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Both are tokenizer regressions, but for different checkpoints and different codec/cleanup behavior." + "reason": "Different problems: quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Position-ids buffer access error is unrelated to deepspeed causing optimizer step to run twice." + "reason": "Different code paths: Gemma4 attention mask construction vs MaskGenerationPipeline batching logic." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Optimizer argument handling bug vs documentation typo; not the same issue." + "reason": "Related model family, but not the same concrete bug: Qwen3-VL-Moe on transformers 5.0 vs Qwen3.5 MoE from_pretrained on >=5.4.0." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different tokenizer bugs affecting different APIs and models." + "reason": "Separate missing-import issues for different APIs and modules." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Both are v4/v5 behavior changes, but one is a tokenizer cleanup issue and the other is a Pegasus output regression." + "reason": "FP8 accuracy regression is not the same bug as FP8 save_pretrained failure." }, { "left": "issue:42175", - "right": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Packaging/backend dependency issue vs nonexistent import in image_utils; unrelated." + "reason": "Different packaging/CI issues: missing tensorflow backend in torch install vs leftover dummy classes leaking into repo checks." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata." + "reason": "Unrecognized model/config loading error vs pytest-xdist file race; unrelated." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Version pinning to unreleased PEFT and leftover dummy classes are unrelated maintenance issues." + "reason": "Testing utility race condition vs stale auto_mappings references; different failures." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Both are Qwen-related, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." + "reason": "Documentation mismatch in TextClassificationPipeline vs concurrent file access race in tests." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug is unrelated to deepspeed optimizer double-step behavior." + "reason": "Generation kwargs bug after sync_gpus is unrelated to the janus image generation test failure." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Python compatibility breakage and missing import from image_utils are different problems." + "reason": "Different MoE-related issues: padding-mask inconsistency in MIMI encoder vs missing load-balancing loss when router logits are disabled." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Nonexistent import and leftover dummy classes do not share the same root cause." + "reason": "Sentence Transformers loading hang and embedding reinitialization are different bugs." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both touch save_pretrained, but for different object types and different failure modes." + "reason": "Embedding dtype drift during eval is unrelated to a ZeRO3 deque error." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "XLMRoberta flash-attention support and MLflow reporting on failed jobs are unrelated." + "reason": "Different tokenizer/v5 behavior changes: clean_up_tokenization_spaces vs add_special_tokens not adding BOS/EOS." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Training-job MLflow handling and Llama 3.2 vision model loading are unrelated." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE loading errors." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Pegasus output regression and AttentionInterface registration behavior are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to a DeepSpeed AdaFactor OOM." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "FP8 accuracy issue and processor save_pretrained missing files are different bugs." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated internals." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to partial-batch result dropping in MaskGenerationPipeline." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Category-limit runtime error and AttentionInterface behavior change are unrelated." + "reason": "Different Gemma issues: broken vitpose models vs mm_token_type_ids defaults for text-only fine-tuning." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer config serialization bug and Qwen3.5 MoE from_pretrained error are different issues." + "reason": "Different tokenizer regressions: cleanup spacing behavior vs Granite token IDs being wrong." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Multimodal config defaults and Whisper timestamp decoding crash are unrelated." + "reason": "Tokenizer loading issue in v5 is not the same as add_special_tokens BOS/EOS behavior regression." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "SAM3 vision encoder attribute error and MoonshineStreaming off-by-one mask bug are unrelated." + "reason": "Notebook syntax error and doc parameter-name mismatch are different documentation issues." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different modules and different missing symbols." + "reason": "Different import errors for different missing classes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the accepted duplicate pair is well supported by identical titles and matching bug description. The remaining soft-edge rejections are conservative and do not overstate similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 42, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:22355", - "issue:28282", - "issue:30990", - "issue:38175", + "issue:27957", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", "issue:42831", - "issue:42907", - "issue:43122", + "issue:42898", "issue:43232", - "issue:43408", + "issue:43475", "issue:43479", - "issue:43644", "issue:43723", - "issue:43873", - "issue:44038", - "issue:44190", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44075", + "issue:44079", "issue:44206", "issue:44222", - "issue:44261", - "issue:44263", "issue:44295", - "issue:44360", - "issue:44373", - "issue:44483", - "issue:44484", - "issue:44485", + "issue:44297", + "issue:44448", "issue:44623", "issue:44734", - "issue:44829", - "issue:44871", - "issue:44945", + "issue:44779", + "issue:44869", + "issue:44933", "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45125", + "issue:45245", "issue:45310", - "issue:45357", + "issue:45356", "issue:45381", - "issue:45406", - "issue:45834", - "issue:46002", - "issue:46050", + "issue:45405", + "issue:45656", + "issue:45712", "issue:46082", - "issue:46209", + "issue:46132", + "issue:46231", "issue:46305", - "issue:46402", + "issue:46326", "issue:46421", - "issue:46424", - "issue:46431" + "issue:46424" ], "soft_pairs": [ + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43723|issue:46326", + "issue:42175|issue:44933", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:27957|issue:30333", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:45245|issue:46132", + "issue:43479|issue:44869", + "issue:44297|issue:45310", + "issue:41628|issue:42757", "issue:45071|issue:46082", + "issue:43475|issue:46305", "issue:43723|issue:44977", - "issue:45381|issue:46305", "issue:44206|issue:45103", "issue:43232|issue:46424", - "issue:46209|issue:46431", - "issue:44295|issue:44623", - "issue:44734|issue:46421", - "issue:44222|issue:44484", - "issue:43873|issue:44945", - "issue:44263|issue:45092", - "issue:43232|issue:45834", - "issue:43122|issue:46209", - "issue:44373|issue:44485", - "issue:44190|issue:46082", - "issue:43723|issue:44871", - "issue:44483|issue:45406", - "issue:43479|issue:43644", - "issue:44263|issue:44360", - "issue:30990|issue:38175", - "issue:42907|issue:46050", - "issue:45092|issue:45357", - "issue:43644|issue:46305", - "issue:42831|issue:45310", - "issue:44261|issue:45092", - "issue:44829|issue:46002", - "issue:22355|issue:28282", - "issue:42831|issue:44038", - "issue:43408|issue:46402", - "issue:44263|issue:44373" + "issue:45381|issue:46305", + "issue:44734|issue:46421" ], - "prepared_review_unit_hash": "9aee9fdeff9a30769deed6fdc190976b8de8dd4d68ee873075150321cf47d664", + "prepared_review_unit_hash": "717b78e3244fb09d3f9b18fd45c4ef70e5f71bbe64e78f2ddc7cd9f021aadf77", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36377, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "soft_pair_count": 34, + "serialized_chars": 37894, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A heterogeneous cluster of mostly unrelated Transformers issues: loading/import errors, generation/cache regressions, model-specific config bugs, quantization/save_pretrained problems, and a few docs/title-only items. I don\u2019t see a true duplicate pair among the provided soft edges.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43873 is the strongest canonical representative: it is open, has the most discussion/inbound references, and covers a broad, active regression area around quantized/offloaded model behavior.", + "summary": "This cluster is noisy and heterogeneous: the issues span tokenizer regressions, multimodal model loading, cache/generation bugs, training/optimizer behavior, packaging/imports, and docs. I do not see any true duplicate pairs among the soft edges, so all candidate merges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is also the best overall issue candidate because it is still open, seems higher-impact, and is more central than the narrower model-specific bugs in this set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both involve vision/multimodal loading, but the failures are different: missing image-processor method vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation indexing crash is unrelated to the auto-docstring annotations AttributeError." + }, + { + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Different problems: one is a v5.4 type-checking regression in PretrainedConfig, the other is LlamaConfig validation for explicit head_dim. Same version theme, not the same code-path bug." + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is Deepseek-specific incorrect tokenization/codec handling." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer/model loading, but the symptoms and targets differ: tokenizer loading in v5 versus Qwen3.5 flash-attention generation failure." + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs Kimi-K2.5 codec handling and warning behavior." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both mention position/mask-like logic, but one is a Qwen2.5-VL video position_ids issue and the other is a MoonshineStreaming sliding-window off-by-one bug in a different subsystem." + "reason": "Position_ids buffer access bug and deepspeed double-optimizer-step bug are unrelated code paths." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "One is a feature-extractor argument regression; the other is an auto_docstring crash with future annotations. No shared concrete bug." + "reason": "AutoTokenizer.from_pretrained loading issue is not the same as mistral_common continue_final_message behavior." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Both touch generation/cache behavior, but one is about sync_gpus and updating model kwargs during generation, while the other is cache length handling for quantized cache only." + "reason": "Torch-only install missing TensorFlow backend and a missing import from image_utils are separate packaging/import problems." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Unrelated: FP8 inference on B200 versus a processor missing a chat template. No common underlying defect." + "reason": "Tokenizer cleanup-space regression is not the same as Pegasus v4/v5 output divergence." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both are save/load-ish complaints, but one is about reading registered position_ids buffers and the other is processor.save_pretrained missing files. Different code paths." + "reason": "PEFT version pinning issue and leftover dummy classes are unrelated maintenance problems." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Different runtime failures in serving/cache handling: KV-cache continuation tensor indexing versus cache lazy initialization causing recompilation." + "reason": "Both concern Qwen models, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments not being used is a runtime optimizer bug, not a docs parameter-name mismatch." }, { "left": "issue:44222", - "right": "issue:44484", + "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained for moe is not the same as asking why max_shard_size defaults to 50GB in save_pretrained." + "reason": "FP8 save_pretrained/moe behavior and tokenizer_class serialization mismatch are different save-path bugs." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both are broad runtime issues, but one is quantized offloading and the other is wrong output under pipeline parallelism. Not the same bug." + "reason": "Python-version compatibility and image_utils import failure do not describe the same issue." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Different model/code paths: a torch.split return-values issue in GlmMoeDsaIndexer versus meta-initialization incompatibility for old InternVL2 remote-code checkpoints." + "reason": "Missing image_utils import and dummy_pt_objects leftovers are unrelated." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Different failures: generation kwargs after sync_gpus versus Kosmos2.5 OCR long-input index errors." + "reason": "Tokenizer config serialization bug is unrelated to deepspeed optimizer stepping twice." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Tokenization differences across versions are unrelated to FP8 inference failure on B200." + "reason": "XLMRoberta Flash Attention 2 support and MLFlow reporting after failed training are unrelated." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a functional model behavior issue." + "reason": "FP8 MOE save_pretrained issue and processor.save_pretrained missing files are different save/export bugs." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "MLFlow failed-job reporting is unrelated to Llama 3.2 Vision model loading regression." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are both config/load issues, but they are different concrete bugs." + "reason": "Pegasus output drift across versions and AttentionInterface.register changing function behavior are different bugs." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Chat/completions request rejection in v5.3 is unrelated to Gemma4Processor missing _tokenizer in serve." + "reason": "FineGrainedFP8 accuracy issue is unrelated to missing processor save artifacts." }, { "left": "issue:43479", - "right": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug is not the same as v5.0 non-persistent buffers being filled with junk." + "reason": "Multimodal config default-init bug and ModelOutput None-key assignment bug affect different abstractions." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Both mention DSA/indexer, but the reported defects differ: torch.split return handling versus a missing ReLU. Similar component, not the same bug." + "reason": "MLFlow reporting on failed jobs and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hangs versus SIGLIP2 zero probabilities. Different models and failure modes." + "reason": "MLFlow tracking after job failure is unrelated to resized embeddings being reinitialized." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Both involve save_pretrained after quantization, but one is dequantized Ministrals/Devstrals failing to save and the other is sinq quantization breaking round-trip load. Not enough to treat as the same bug." + "reason": "Category-count overflow and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both concern Qwen/vision model persistence, but one is old InternVL2 meta init compatibility and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Multimodal config default construction and Whisper word timestamp decode crash are different issues." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Non-persistent buffer junk in v5.0 is unrelated to MoonshineStreaming sliding-window off-by-one masking." + "reason": "Tokenizer_class serialization mismatch and Qwen3.5 MoE from_pretrained error are not the same bug." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Different quantization-related regressions: FineGrainedFP8 accuracy versus Qwen3.5 Moe from_pretrained errors." + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate symbol-export regressions." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "MLA q_a_layernorm precision issue from missing rms_norm_eps is unrelated to InternVL2 meta initialization compatibility." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are unrelated config bugs." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "FA3 degenerate training in sequence classification is not the same as NaNs in classification heads upon checkout/init." + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one masking are different model-specific failures." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "One is a missing transformers.onnx module import, the other is missing PyTorch for AutoModel. Both are import errors, but distinct dependency/module issues." + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Both are quantization/model regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3-VL-Moe bug in v5.0. Different concrete problems." + "reason": "LasrFeatureExtractor center-arg crash and auto-docstring annotations crash are different code paths." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "SAM3 model type warning and Sam3Model text encoder weights not loading are related to the same family, but the reported failure modes differ enough to avoid merging as duplicates." + "reason": "Generation kwargs update after sync_gpus and max_cache_length handling are different cache/generation behaviors." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug and MoonshineStreaming sliding-window off-by-one are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "A functional torch.split/indexer bug and a wrong docstring are not the same underlying issue." + "reason": "Serve KV-cache continuation indexing crash and lazy cache init causing recompilation are not the same failure." } ] }, @@ -13396,297 +13393,305 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 43, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:22355", "issue:27957", + "issue:28282", "issue:30990", - "issue:33357", + "issue:38175", "issue:39401", "issue:41628", - "issue:42371", - "issue:42757", - "issue:42886", + "issue:42831", "issue:42907", - "issue:42994", - "issue:43066", + "issue:43122", "issue:43232", "issue:43408", "issue:43479", - "issue:43550", - "issue:43576", - "issue:43646", + "issue:43644", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", - "issue:43937", + "issue:43873", "issue:44038", - "issue:44117", + "issue:44190", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", - "issue:44297", - "issue:44368", + "issue:44360", "issue:44373", - "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", "issue:44568", - "issue:44704", + "issue:44623", + "issue:44829", + "issue:44871", "issue:44913", "issue:44945", - "issue:44964", - "issue:45278", - "issue:45290", - "issue:45593", - "issue:45600", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45406", "issue:45753", + "issue:45834", "issue:46002", + "issue:46050", "issue:46082", - "issue:46132", + "issue:46209", "issue:46305", - "issue:46369" + "issue:46402", + "issue:46431" ], "soft_pairs": [ + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:43873|issue:44945", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:43122|issue:46209", + "issue:43723|issue:44871", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:43479|issue:43644", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:22355|issue:28282", + "issue:44263|issue:44373", + "issue:42831|issue:44038", "issue:41628|issue:43824", "issue:43479|issue:44913", "issue:43761|issue:46082", - "issue:39401|issue:44568", + "issue:43408|issue:46402", "issue:22355|issue:27957", "issue:44945|issue:45753", - "issue:42757|issue:45278", - "issue:42886|issue:43066", - "issue:27957|issue:30990", - "issue:43408|issue:46369", - "issue:42886|issue:42994", - "issue:44368|issue:46305", - "issue:44295|issue:44297", - "issue:43550|issue:46132", - "issue:43646|issue:46002", - "issue:43576|issue:43784", - "issue:42371|issue:44263", - "issue:44117|issue:44704", - "issue:30990|issue:33357", - "issue:43723|issue:44442", - "issue:43232|issue:45593", - "issue:42907|issue:44945", - "issue:44261|issue:44373", - "issue:41628|issue:45278", - "issue:42907|issue:43937", - "issue:44704|issue:45290", - "issue:42907|issue:44964", - "issue:43784|issue:45600", - "issue:44038|issue:44297" + "issue:39401|issue:44568" ], - "prepared_review_unit_hash": "cfd04731ccafff4581972bc8ab153866dc6b2d41025db321812c2cf4f40f36be", + "prepared_review_unit_hash": "e77679d7a84990f95a081826c63d505d8cf44f41b6330fe443ebc8f3be1e22a6", "component_budget": { - 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"confidence": 0.86, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring post-upgrade import-breakage theme, so it is the best single issue anchor if one must be chosen.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bugs across different models, APIs, and subsystems. None of the soft pairs look like the same underlying issue, so all soft edges are rejected. The most central issue is the broad, discussion-heavy quantization/offloading report, but there is no strong true canonical duplicate hub here.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy item in the set, but the cluster is too mixed to have a strong duplicate canonical; it is only the least-specific central candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most actionable and general user report here, summarizing a wider class of import failures after the 4.57.0\u21925.5.0 upgrade.", + "best_issue_reason": "issue:43873 is the best representative issue by breadth and activity, though it is not a clean canonical for the whole set because the items span many unrelated problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different root causes." + "reason": "Different bugs: torch.split return handling in a GLM MoE indexer vs checkpoint/meta-init incompatibility in old InternVL2." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Both involve config handling, but one is multimodal config initialization and the other is a rotary_pct reload regression." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is max_shard_size behavior; not the same bug." }, { - "left": "issue:43761", - "right": "issue:46082", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Different bugs: CLIP hidden_states forwarding vs a LlamaConfig validation problem." + "reason": "Quantization/offloading behavior is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Both are tokenizer issues, but they affect different tokenizers and different behaviors." + "reason": "FP8 inference on B200 is unrelated to missing chat-template support in a processor." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Unrelated issues: missing onnx module import vs XLM-Roberta Flash Attention 2 behavior." + "reason": "Buffer registration/readback error is unrelated to processor.save_pretrained missing files." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Different failures in different pipelines/models; not the same concrete bug." + "reason": "A wrong docstring for position_ids is not the same as GLM-5 RoPE implementation behavior." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "One is a specific huggingface_hub import problem; the other is a broader Transformers upgrade regression." + "reason": "Generation kwargs after sync_gpus and an OCR index error are different code paths and symptoms." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Offline cache loading and tokenizer decoder type are distinct tokenizer problems." + "reason": "Tokenizer behavior across versions is unrelated to an FP8 inference failure on B200." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Different symptoms and targets: Flash Attention support vs Sentence Transformers loading hangs." + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are different model/config issues." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Both mention sam3 models, but the failures differ: type mismatch warning vs memory overflow." + "reason": "Chat/completions request rejection is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + "reason": "Same broad DSA area, but torch.split return values vs missing ReLU are distinct bugs." }, { - "left": "issue:44368", - "right": "issue:46305", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "A tied-embeddings warning is not the same as an off-by-one sliding window masking bug." + "reason": "Phi4MultimodalConfig default-init behavior is unrelated to non-persistent buffer junk values." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Reading a bufferized position_ids and tokenizer_class metadata mismatch are different issues." + "reason": "Both involve saving quantized models, but they concern different quantization methods and failure modes." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "torch.compile/SDPA failure is not the same as AttentionInterface.register behavior changes." + "reason": "Sentence Transformers loading hangs and zero probabilities in SigLIP are unrelated." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-initialization incompatibility." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "A broken CLI command and an import-time NameError are not the same bug." + "reason": "Different models and operations: remote-code meta-init incompatibility vs incorrect visual-encoder keys on save_pretrained." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "TF32 configuration warnings and torch.split return values are unrelated." + "reason": "Broken non-persistent buffer values are unrelated to a sliding-window mask off-by-one bug." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer mapping assumptions and AutoProcessor kwargs forwarding are different code paths." + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained errors." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "One is a loading hang, the other a MacOS bus error on a CLIP model." + "reason": "Flash-attention-3 degenerate training and NaNs after checkout/init are different failure mechanisms." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "The second is a specific tokenizer load failure; not enough evidence it shares the same root cause as the broader v5 AutoTokenizer regression." + "reason": "Import errors for transformers.onnx and missing PyTorch are different dependency/module problems." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Torch.split return semantics and a docstring typo are not the same bug." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Quantized model save failures and pipeline-parallel output errors are different problems." + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe regression are separate issues." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "A precision/config issue in MLA is unrelated to a docstring typo." + "reason": "These are different missing symbols; they may both be import regressions, but not the same concrete code-path bug." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Both involve imports, but one is a single missing class export and the other is a broad upgrade regression report." + "reason": "Default config initialization and rotary_pct reloading behavior are unrelated." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "Saving dequantized models and GenerationConfig validation are different issues." + "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat-template tool-call crashes do not share the same concrete bug." + "reason": "Sam3Model type warning and missing text-encoder weights are distinct SAM3 issues." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Quantized model saving and loading Phi-4 multimodal are unrelated." + "reason": "Transformers.onnx import failure is unrelated to XLMRoberta Flash Attention 2 support." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "An import-time NameError in sentence-transformers differs from stale auto_mappings references." + "reason": "Pipeline-parallelism output errors and Qwen3_5 infinite-loop behavior are different bugs." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Qwen3-VL-Moe support issues and tokenizer save metadata mismatch are unrelated." + "reason": "Qwen3 offset_mapping is a tokenizer bug, while mdeberta add_special_tokens missing BOS/EOS is a different tokenizer behavior change." } ] }, @@ -13700,304 +13705,305 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 44, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:22355", - "issue:28218", - "issue:29159", - "issue:36296", - "issue:39401", - "issue:42222", + "issue:27957", + "issue:30990", + "issue:33357", + "issue:41628", "issue:42371", "issue:42757", - "issue:42831", + "issue:42796", + "issue:42886", "issue:42907", + "issue:42994", "issue:43066", "issue:43116", "issue:43122", + "issue:43232", "issue:43408", - "issue:43441", - "issue:43452", "issue:43475", - "issue:43611", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43723", "issue:43756", - "issue:43824", - "issue:43874", + "issue:43784", "issue:43937", - "issue:43992", "issue:44038", "issue:44060", - "issue:44222", - "issue:44279", + "issue:44117", + "issue:44261", + "issue:44263", "issue:44295", "issue:44297", - "issue:44351", - "issue:44355", "issue:44360", + "issue:44368", + "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:45478", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", "issue:46002", - "issue:46231", - "issue:46326", - "issue:46328" + "issue:46132", + "issue:46305", + "issue:46369" ], "soft_pairs": [ - "issue:43116|issue:45200", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:42796|issue:43723", + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43232|issue:45593", + "issue:44261|issue:44373", + "issue:42796|issue:43122", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:44038|issue:44297", "issue:44360|issue:44485", + "issue:43116|issue:45200", "issue:44038|issue:44295", - "issue:44625|issue:44829", - "issue:43408|issue:43475", "issue:43756|issue:44060", - "issue:43122|issue:44514", - "issue:43122|issue:44779", - "issue:44038|issue:44222", - "issue:42907|issue:43452", - "issue:43122|issue:44521", - "issue:44279|issue:46328", - "issue:39401|issue:44488", - "issue:43824|issue:44351", - "issue:39401|issue:44521", - "issue:45216|issue:45478", - "issue:22355|issue:28218", - "issue:43122|issue:46326", - "issue:22355|issue:29159", - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:43066|issue:44779", - "issue:43992|issue:44704", - "issue:43937|issue:44485", - "issue:44355|issue:46231", - "issue:43611|issue:46002", - "issue:42831|issue:44297", - "issue:42371|issue:43874", - "issue:42222|issue:43441", - "issue:44038|issue:45478" + "issue:44625|issue:44829", + "issue:43408|issue:43475" ], - "prepared_review_unit_hash": "86fcbcca7e1f04f0fbe8423f3567349859e623177fd9636361a3e20eec25ef13", + "prepared_review_unit_hash": "ede581e9c7ba9c4fd0f4421d4265b423b9309e50c5efa786295debf7d3f879a0", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35719, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated; the soft-similarity matches are based on broad topic overlap (especially tokenization/model-loading wording) rather than the same concrete bug. None of the candidate pairs looks safe to merge as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions (imports, tokenizers, generation, model-specific bugs). The closest thing to an umbrella issue is a broad v5 import-regression report, but the soft pairs do not look like true duplicates of one another.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest, most general user-facing regression report in the set: multiple import errors after upgrading to 5.5.0. It is the best umbrella issue for this mixed cluster, even though most other items are not duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the broadest, most representative tokenizer-regression report here, but it is still too different from the other items to serve as a true duplicate canonical.", + "best_issue_reason": "issue:45278 best represents the cluster because it captures the broad v5 upgrade/import breakage theme and is more central than the narrower model- or tokenizer-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Different problems: classification example output vs Gemma 4 multimodal token type defaults." + "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad post-upgrade import regression; not the same underlying bug." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Unrelated code paths: DSA/ReLU discussion vs GLM-5 RoPE implementation." + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers hanging on load are unrelated code paths and symptoms." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Different failure modes and subsystems; no shared concrete bug path." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer-related bugs." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "One is config propagation, the other is a training instability with flash_attention_3." + "reason": "A tied-embeddings warning in Qwen3.5 fine-tuning is unrelated to a MoonshineStreaming sliding-window off-by-one bug." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute crash." + "reason": "Both involve tokenizers, but one is a BPE marker handling bug and the other is a tokenizer loading regression; not the same defect." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Different model-specific issues: RoPE layer drop vs tied-weights warning." + "reason": "Cache/offline loading and quantized model saving are separate failure modes." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Both involve tokenization-related APIs, but the concrete bugs differ: version regression vs batched chat-template crash." + "reason": "A SAM3 model-type mismatch warning is unrelated to a memory overflow in sam3-litetext." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Same broad tokenizer-regression theme, but different model/tokenizer and failure mode; too weak to treat as the same bug." + "reason": "torch.compile with SDPA on Bamba and AttentionInterface.register behavior changes are different implementation bugs." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Different Qwen/VL-Moe issue vs FP8 save_pretrained issue." + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same code-path problem." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Saving dequantized models is not the same as gguf_file breaking from_pretrained loading." + "reason": "The env CLI regression and the sentence-transformers import NameError are separate issues." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Tokenization regression vs multimodal assistant mask generation are distinct bugs." + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save are unrelated." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "General dependency concern vs a performance bug in SequenceFeatureExtractor.pad." + "reason": "TF32 API settings guidance and a torch.split return-value issue do not share the same underlying bug." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Wrong offset mapping for Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different loader bugs." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Different missing imports/symbols; these are not the same export bug." + "reason": "Sentence Transformers load hang and a MacOS bus error with a CLIP model are different failure modes." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Tokenizer offsets and assistant mask generation are separate code paths." + "reason": "Quantized model save failure and incorrect pipeline-parallel outputs are unrelated." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Both mention Qwen3.5 and save/load, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + "reason": "Generation kwargs update logic and missing auxiliary losses in D-FINE are separate problems." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "No module import error vs added-token spacing behavior; unrelated." + "reason": "A precision/config bug in MLA layernorm and a wrong docstring are not duplicates." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Both touch tokenization, but one is a version-wide regression and the other is a mistral_common continue_final_message bug." + "reason": "Tokenizer BPE marker handling and a tokenization difference across versions are similar only at a high level, not the same concrete bug." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Different tokenizer/import problems with no shared concrete fix." + "reason": "Saving dequantized models and an invalid GenerationConfig error are unrelated." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Different missing imports from different packages; not duplicates." + "reason": "Both are import-related regressions, but one is a specific missing AutoImageProcessor symbol while the other is a broad upgrade-wide import breakage; not the same artifact." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Tensor-parallel training bug vs multi-label classification example issue are unrelated." + "reason": "Passing kwargs to cached_file and chat-template crashes with tool calls are different code paths." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Both are tokenizer regressions, but the decoder-type issue and Deepseek incorrect tokenization are distinct bugs." + "reason": "Quantized model saving and loading Phi-4 multimodal instruct are different issues." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Model weight loading vs AutoProcessor kwargs propagation are separate issues." + "reason": "Sentence-transformers import NameError and auto_mappings references to removed configs are separate import/CI breakages." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "GenerationConfig validation and RoPE implementation are unrelated." + "reason": "A Qwen3-VL-Moe bug and a tokenizer save metadata mismatch are unrelated." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Compiled Python execution errors vs documentation parameter mismatch are not the same bug." + "reason": "A missing ReLU in DSA indexer and GLM-5 RoPE implementation are different model internals." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Base-model-prefix loading issue is unrelated to NaNs in classification heads." + "reason": "Example-script multi-label empty outputs and Gemma 4 mm_token_type_ids defaults are unrelated classification/model-input issues." }, { - "left": "issue:42831", - "right": "issue:44297", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "FP8 accuracy problems and tokenizer_config mismatch are different categories." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are different bugs." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "TF32 settings guidance vs missing image-patch helper method are unrelated." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are unrelated model-specific regressions." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "VitPose breakage and Ministral-3 FlashAttention failure do not share a concrete code-path bug." + "reason": "num_labels propagation and flash_attention_3 training degeneration are distinct failures." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Same model family wording, but different loading failures and not plausibly one merged fix." + "reason": "The model-type mismatch warning and missing fpn_position_embeddings attribute are both SAM3-related but not the same concrete bug." } ] }, @@ -14011,298 +14017,319 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 45, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:22355", + "issue:28218", "issue:29127", - "issue:33453", - "issue:38617", + "issue:29159", + "issue:36296", "issue:39401", - "issue:41628", - "issue:42175", - "issue:42673", - "issue:43064", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", "issue:43116", "issue:43122", - "issue:43381", - "issue:43450", + "issue:43441", + "issue:43452", "issue:43493", - "issue:43673", + "issue:43611", + "issue:43824", "issue:43825", - "issue:43827", + "issue:43874", "issue:43937", "issue:43976", - "issue:43986", + "issue:43992", + "issue:44038", "issue:44075", - "issue:44117", - "issue:44380", - "issue:44410", - "issue:44466", - "issue:44625", + "issue:44222", + "issue:44279", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44704", "issue:44779", - "issue:44829", "issue:44936", - "issue:44938", - "issue:44945", - "issue:44977", - "issue:45072", - "issue:45081", "issue:45083", "issue:45216", - "issue:45278", - "issue:45310", "issue:45357", - "issue:45405", "issue:45446", "issue:45478", "issue:45563", - "issue:45588", "issue:45753", "issue:46002", - "issue:46077", - "issue:46298" + "issue:46231", + "issue:46328" ], "soft_pairs": [ - "issue:44075|issue:44936", + "issue:42907|issue:43452", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:44279|issue:46328", + "issue:43122|issue:44521", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:22355|issue:28218", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:42831|issue:44297", + "issue:42222|issue:43441", + "issue:44038|issue:45478", "issue:43976|issue:45446", - "issue:43116|issue:43825", "issue:45357|issue:45478", "issue:43493|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", "issue:43116|issue:43493", "issue:45083|issue:45446", "issue:22355|issue:29127", - "issue:33453|issue:39401", - "issue:38617|issue:45278", - "issue:43937|issue:45563", - "issue:42175|issue:44938", - "issue:44625|issue:46002", - "issue:39401|issue:44779", - "issue:43381|issue:44945", - "issue:44117|issue:45588", - "issue:44380|issue:46077", - "issue:43827|issue:45446", - "issue:43450|issue:43986", - "issue:43064|issue:43673", - "issue:44466|issue:46002", - "issue:43937|issue:44977", - "issue:45405|issue:45446", - "issue:44410|issue:45310", - "issue:43122|issue:46298", - "issue:44117|issue:45081", - "issue:38617|issue:41628", - "issue:42673|issue:45072", - "issue:44829|issue:45216" + "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "941a068da0ef0fb737d921acf33a7f063cde4b258de5e93efcaa8c5cbd1cd9ed", + "prepared_review_unit_hash": "a975d3cfd060252fffe1935eb5fff8141b727e9a88c5c43c80bd7bb385879da8", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36203, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "soft_pair_count": 32, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it contains many unrelated issues across tokenization, model loading, training, generation, attention backends, and docs. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical issue: the issues are heterogeneous and do not center on one shared bug or code path.", + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model loading/saving bugs, import failures, and unrelated performance/accuracy issues. There is no clear duplicate pair strong enough to merge, and no PRs are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43122 is the broadest and most central tokenizer-regression report in the set, with the most overlap to other tokenizer-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster representative; any pick would be arbitrary because the reports cover unrelated subsystems.", + "best_issue_reason": "Issue 43122 is the best umbrella candidate for the tokenizer subcluster because it is broad, open, and closest to several related tokenization reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Optimizer argument handling and train/evaluate lifecycle failure are different problems." + "reason": "Both involve model/file-loading regressions, but they describe different failure modes and code paths (dequantized save vs AutoTokenizer/AutoModel loading)." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Python/package-version incompatibility is unrelated to a flex_attention import version check." + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization change while the other is a batched apply_chat_template crash; different bugs." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Example-script multi-label output bug and pipeline() translation messaging are separate issues." + "reason": "These both mention MoE/FP8 areas, but one is a Qwen3-VL-Moe runtime bug and the other is FP8 save_pretrained behavior; not the same fix." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "One is incorrect save_pretrained visual keys; the other is a from_pretrained load error for Qwen3.5 MoE." + "reason": "Both are tokenization regressions in v5, but they concern different models and symptoms (generic tokenization changes vs DeepSeek incorrect results)." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Different model families and different failure modes; not the same bug." + "reason": "Completely different problems: dependency resolution versus SequenceFeatureExtractor padding performance." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Classification example output and SigLIP2 discrepancy are unrelated." + "reason": "Tokenization overlap is too broad; assistant mask generation for multimodal inputs is a different code path and bug." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "A qwen3_omni_moe helper behavior issue is unrelated to a flex_attention import check." + "reason": "Both are import errors, but they are for different symbols and likely unrelated breakages." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Transformers.onnx import failure and a LayoutLMv3 error-message issue are not the same code path." + "reason": "Both involve Qwen3.5 in v5, but one is incorrect checkpoint saving and the other is a from_pretrained loading error; distinct regressions." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Both mention tokenizers, but one is loading regression and the other is offset_mapping correctness." + "reason": "Different model issues: wrong offset mapping for Qwen3 tokenizer versus failure to load cjvt/sleng-bert." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "A specific missing symbol import and a broad upgrade-related import breakage are not the same defect." + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_mask behavior are unrelated bugs." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are unrelated." + "reason": "No module transformers.onnx and extra-space tokenization after added token are unrelated issues." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Backend dependency packaging and Python 3.14 load failure are different installation/runtime problems." + "reason": "The ONNX import problem and slow/fast tokenizer inconsistency are different failure classes." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Config propagation for Qwen3.5 and NaNs in classification heads are different bugs." + "reason": "Both are import-related, but they target different missing names from different packages/APIs." }, { - "left": "issue:39401", + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification script returning empty results are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and cached_file kwargs forwarding are separate code paths." + }, + { + "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions in different models; not a single underlying issue." + "reason": "Wrong tokenizer decoder type and DeepSeek tokenization regression are different tokenizer bugs." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and pipeline-parallel output correctness are unrelated." + "reason": "GenerationConfig validation and RoPE implementation are not the same underlying issue." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Token mapping None-handling and flash_attention sink-less crash are different modules and failure modes." + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Both concern attention behavior, but they target different models and distinct code paths." + "reason": "Base_model_prefix loading regression and NaNs in classification heads are different bugs." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version guard in flex_attention." + "reason": "TF32 behavior guidance and a missing image-processor method are unrelated." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42831", + "right": "issue:44297", "accept": false, - "reason": "Batched video processor shape bug and AutoProcessor missing-torchvision crash are separate video-loading issues." + "reason": "FP8 accuracy issues and tokenizer_class metadata mismatch affect different subsystems." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption and chunked-prefill cache absence are unrelated training vs generation bugs." + "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific regressions." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is a Qwen3-VL-Moe bug and the other is a from_pretrained failure; not the same concrete problem." + }, + { + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Serialization inconsistency for lm_head.weight is not the same as NaNs in classification heads." + "reason": "Python version support breakage and a PyTorch version-check bug are unrelated." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "A bad GenerationConfig and Qwen3.5 flash-attention generation failure are different issues." + "reason": "Both involve Qwen3.5, but one is incorrect visual encoder keys on save and the other is a from_pretrained loading error." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Unreleased PEFT version bump and a PyTorch version check bug do not share the same root cause." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are different model regressions." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Missing projections in qwen3next and Qwen3.5 MoE from_pretrained errors are distinct model-specific bugs." + "reason": "SGD argument handling and trainer.evaluate() after train() are separate trainer/optimizer problems." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Tokenizer regression and noisy logging are unrelated." + "reason": "A multi-label classification script bug and a pipeline translation-task error message are unrelated." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Both involve tokenizer loading, but the root causes differ: mapping None vs Mistral regex patch crash." + "reason": "Example-script classification behavior and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Two import errors, but for different missing symbols and different code paths." + "reason": "Feature-extractor length calculation and AuxRequest import version checking are different concerns." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "VRAM leak in multithreaded generation and dtype mismatches in bfloat16 inference are unrelated." + "reason": "ONNX import failure and LayoutLMv3 box-clarity messaging are unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "FlashAttention_3 training degeneration and incorrect Qwen3.5 checkpoint saving are different bugs." + "reason": "GenerationConfig validation and stale paged-generate warning are different issues." } ] }, @@ -14316,618 +14343,624 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 46, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:27957", + "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42175", "issue:42222", - "issue:42371", "issue:42673", - "issue:43012", + "issue:43064", "issue:43066", - "issue:43097", "issue:43122", - "issue:43352", + "issue:43381", "issue:43408", "issue:43421", - "issue:43577", + "issue:43450", + "issue:43673", "issue:43742", - "issue:43874", + "issue:43827", "issue:43937", - "issue:44075", + "issue:43986", "issue:44117", - "issue:44188", - "issue:44220", - "issue:44261", - "issue:44263", "issue:44291", - "issue:44360", + "issue:44380", "issue:44410", - "issue:44483", + "issue:44466", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", + "issue:44625", + "issue:44779", + "issue:44829", "issue:44877", - "issue:44913", - "issue:44964", + "issue:44938", + "issue:44945", "issue:44977", "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", - "issue:45464", - "issue:45478", - "issue:45542", - "issue:45656", - "issue:46172", + "issue:45405", + "issue:45446", + "issue:45588", + "issue:46002", + "issue:46077", "issue:46178", "issue:46231", + "issue:46298", "issue:46328" ], "soft_pairs": [ + "issue:42175|issue:44938", + "issue:38617|issue:45278", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:43381|issue:44945", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43064|issue:43673", + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:42673|issue:45072", "issue:42222|issue:46178", "issue:44291|issue:45071", + "issue:44829|issue:45216", "issue:43408|issue:43742", - "issue:39401|issue:43421", "issue:44877|issue:46231", "issue:44484|issue:45310", + "issue:39401|issue:43421", "issue:43937|issue:44496", - "issue:43066|issue:43122", "issue:44117|issue:46328", - "issue:44964|issue:45278", - "issue:44410|issue:45478", - "issue:44075|issue:45656", - "issue:42222|issue:45542", - "issue:42371|issue:44261", - "issue:44188|issue:46328", - "issue:44483|issue:45464", - "issue:38617|issue:44220", - "issue:43012|issue:43577", - "issue:42175|issue:42222", - "issue:44913|issue:46328", - "issue:43097|issue:44493", - "issue:41628|issue:45071", - "issue:44263|issue:44485", - "issue:43874|issue:44261", - "issue:45071|issue:45542", - "issue:27957|issue:43352", - "issue:44484|issue:45478", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:42673|issue:44977" + "issue:43066|issue:43122" ], - "prepared_review_unit_hash": "4470224f6d47da3236a08985a3b4ba47d8904ed6719e403bbf57d94d32b76c9c", + "prepared_review_unit_hash": "51cdc8bc87d4a13d9c3785ae19aad7ce8fdcb93e3369cc74f3f95de4d996b734", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36344, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "soft_pair_count": 29, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet contains at least two separate duplicate themes, not just one: (1) the Qwen3.5 chat/completions streaming failure (issue:44483 \u2194 issue:45464) and (2) the exact-title Qwen3.5 MoE from_pretrained error (issue:45310 \u2194 issue:45478). Most other pairs are clearly different bugs and should remain split.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45464 is the strongest single issue to anchor on because it has the richest reproduction and best explains the Qwen3.5 chat/completions streaming failure; issue:44483 is its shorter duplicate. The packet also contains a separate exact-duplicate pair (issue:45310/issue:45478) for a different Qwen3.5 MoE from_pretrained bug.", + "summary": "This cluster is mostly a loose topical grouping of Transformers bug reports, not a true duplicate set. The only common thread is a broad v5/tokenizer/import-regression theme, but the candidate pairs describe different concrete failures and code paths. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43122 is the broadest, most representative issue here: it describes a version-wide tokenizer regression between 4.57.3 and 5.0, which best matches the cluster\u2019s dominant theme more than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45464 is the best overall issue candidate because it is the most detailed report in the packet and is a clear representative of one concrete duplicate topic.", + "best_issue_reason": "issue:43122 is the best single representative for this cluster because it captures the general tokenizer-regression pattern without being tied to one model or a niche failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Different problems: vitpose model breakage vs TensorFlow Text backend mapping error." + "reason": "Different failure modes: backend/extra dependency packaging vs Python 3.14 import compatibility. Same ecosystem, not the same bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both are v5 regressions, but they affect different code paths and symptoms." + "reason": "45278 is a broad umbrella of import errors, but this pair does not identify the same concrete missing symbol or code path." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different model-loading failures on unrelated model families." + "reason": "Both are tokenizer-related, but one is loading regression and the other is Qwen3 offset_mapping correctness; different symptoms and likely different fixes." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer offset_mapping bug vs runtime post-processor update behavior; related area, different defect." + "reason": "Config propagation for Qwen3.5 num_labels is unrelated to NaNs in classification heads during checkout/init." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "Strict config loading vs a documentation parameter-name mismatch." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to incorrect outputs under pipeline parallelism." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Save-pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + "reason": "Tokenizer mapping assumption bug vs flash_attention sink-less-model AttributeError; no shared code path." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "GenerationConfig validation error and unrecognized model/config error are different loading paths." + "reason": "Different attention bugs in different models/backends: GPT2 scaling ignored vs Gemma4 mask construction." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer changes in v5, but the reported failures are different." + "reason": "Both involve tokenizer output correctness, but they are model-specific regressions with different observed behavior (offset_mapping vs tokenization results)." }, { - "left": "issue:44117", - "right": "issue:46328", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer mapping None handling vs SequenceFeatureExtractor.pad performance; unrelated." + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version check bug in flex_attention." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Specific Phi-4 multimodal loading failure vs broad import errors after upgrade; too different in code path and symptom." + "reason": "Batched video shape bug and missing-torchvision AutoProcessor crash are both in video processing, but not the same underlying issue." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Different Qwen/GLM model issues with no shared underlying bug evidence." + "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing during chunked_prefill." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "SGD args ignored vs DeepSpeed double optimizer step; distinct optimizer bugs." + "reason": "Serialization of lm_head.weight depends on device; NaNs in classification heads are a different numerical/training issue." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "VitPose model breakage vs TensorFlow backend installation/availability issue." + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation failure are different model/setup bugs." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "TF32 API behavior warning vs missing rms_norm_eps in MLA q_a_layernorm; unrelated." + "reason": "A bumped unreleased PEFT minimum version is unrelated to an incorrect PyTorch version gate for flex_attention." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "torch.compile attention-kernel divergence vs feature-extractor padding inefficiency." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": true, - "reason": "Same Qwen3.5 chat/completions streaming failure on the same API surface; 45464 is the more detailed report." + "reason": "Both mention Qwen-family models, but one is missing projections in qwen3next layer 0 and the other is a from_pretrained error for Qwen3.5 MoE." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "ImportError for layer_type_validation vs fbank feature extraction issue; unrelated." + "reason": "A tokenizer version-regression bug and a noisy logging message are not the same underlying issue." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Compile-time float32 warning vs BLIP2 dtype not propagating; both dtype-related but different defects." + "reason": "Both are import errors, but they concern different missing names and likely separate fixes." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Package/backend installation problem vs model breakage; no shared underlying bug." + "reason": "Token mapping None handling is unrelated to the Mistral regex patch crashing on backend_tokenizer access." }, { - "left": "issue:44913", - "right": "issue:46328", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Config round-trip regression vs padding performance issue." + "reason": "VRAM leak in multi-threaded dataloader use is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Removed config field and unexpected position-id keys are different migration regressions." + "reason": "VitPose model breakage and an undefined tensorflow_text backend are distinct loading/back-end issues." }, { - "left": "issue:41628", + "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure vs config type-checking breakage; separate v5 regressions." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "torch.split return handling in a DSA indexer vs GLM-5 RoPE implementation; not the same code path." + "reason": "Unexpected init_empty_weights kwarg handling is different from PretrainedConfig type-checking breakage." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Missing image-patch helper in a processor vs MLA layernorm epsilon/config precision issue." + "reason": "FlashAttention-3 training degeneration and Qwen3.5 checkpoint serialization are different bugs with different lifecycles." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Config type-checking regression vs TensorFlow backend installation/availability error." + "reason": "Wrong model-type warning for sam3_tracker is unrelated to a MobileLLM key error on load." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Flash Attention 2 support requests for different models; not the same bug." + "reason": "Strict config loading for granite_speech has nothing to do with a documentation parameter-name mismatch." }, { "left": "issue:44484", - "right": "issue:45478", + "right": "issue:45310", "accept": false, - "reason": "Save-pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + "reason": "save_pretrained shard-size policy and Qwen3.5 from_pretrained failure are unrelated." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "GLM-MoE indexer split behavior vs deepseek-v4 tensor conversion issue; different models and failures." + "reason": "Both are tokenizer bugs, but one is offset_mapping on Qwen3 and the other is runtime post-processor updates after special-token edits; different code paths." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "DSA indexer activation-function discussion vs deepseek-v4 tensor conversion issue; unrelated." + "reason": "Invalid GenerationConfig for GLM-5 is not the same as an unrecognized model/config missing model_type." }, { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:44117", + "right": "issue:46328", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs Qwen3.5 flash-attention generation failure; different symptoms and code paths." + "reason": "Tokenizer mapping fallback behavior is unrelated to the SequenceFeatureExtractor.pad performance issue." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same title and same Qwen3.5 MoE from_pretrained error; these are clear duplicates." + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is decoder type selection while the other is output/tokenization behavior; not the same concrete bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary misses an obvious duplicate pair in the packet\u2014issue:45310 and issue:45478 have the same title (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so the claim that only the Qwen3.5 chat/completions streaming reports are the plausible duplicate topic is not grounded. Because the duplicate set is incomplete, the canonical/soft-edge conclusions are too aggressive overall." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 47, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", "issue:42371", "issue:42673", - "issue:42757", "issue:42831", - "issue:42890", - "issue:43064", + "issue:43012", "issue:43097", "issue:43335", + "issue:43352", "issue:43441", "issue:43452", - "issue:43502", + "issue:43577", "issue:43673", - "issue:43873", "issue:43874", "issue:43906", "issue:43931", "issue:43976", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", - "issue:44117", + "issue:44075", + "issue:44188", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", + "issue:44913", "issue:44933", "issue:44945", "issue:44964", - "issue:44987", + "issue:44977", "issue:45071", - "issue:45200", - "issue:45341", - "issue:45375", - "issue:45440", - "issue:45588", - "issue:45859", - "issue:46050", + "issue:45278", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", "issue:46172", "issue:46231", - "issue:46298", "issue:46328" ], "soft_pairs": [ + "issue:44964|issue:45278", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:44075|issue:45656", + "issue:44188|issue:46328", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44913|issue:46328", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44484|issue:45478", + "issue:44360|issue:46172", "issue:43441|issue:44829", + "issue:42673|issue:44977", "issue:42673|issue:43906", "issue:42371|issue:42831", "issue:43931|issue:44038", "issue:43335|issue:45071", "issue:43097|issue:43452", "issue:44933|issue:46231", - "issue:43986|issue:44484", "issue:43874|issue:44263", - "issue:44117|issue:44987", + "issue:43986|issue:44484", "issue:43673|issue:46328", - "issue:43976|issue:44945", - "issue:45440|issue:46172", - "issue:43064|issue:44315", - "issue:43097|issue:45588", - "issue:38617|issue:42757", - "issue:43097|issue:46050", - "issue:43502|issue:43992", - "issue:44410|issue:45375", - "issue:42890|issue:46298", - "issue:44038|issue:44410", - "issue:43931|issue:44410", - "issue:42673|issue:45200", - "issue:44062|issue:44117", - "issue:38617|issue:44351", - "issue:45341|issue:45859", - "issue:43097|issue:43873", - "issue:44261|issue:44485", - "issue:44964|issue:45341" + "issue:43976|issue:44945" ], - "prepared_review_unit_hash": "d105b9e96dc6e531f0231516704b741027d8af31c367a42027cf59defd241df0", + "prepared_review_unit_hash": "8a0f57038c9d7d1c7c55426fe8737a47a016472f99931a14b27c02a2abe5627f", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35683, - "estimated_input_tokens": 8921, - "estimated_eval_tokens": 18098 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous issue cluster rather than a true duplicate set. The items span unrelated regressions, import errors, model-loading failures, training bugs, and documentation/test issues; none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43097 is the best single anchor only because it is a concrete v5 regression with some inbound references, but the overall set is too mixed to treat as a real duplicate cluster.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues with only superficial textual overlap (flash-attention, Qwen, import errors, dtype, etc.). I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45464 is the most concrete and fully scoped bug report in the set, with a specific endpoint/model and a detailed reproduction, making it the best single anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "43097 is the most reasonable issue to inspect first if one must pick a representative, but it should not be used to merge the rest of the items.", + "best_issue_reason": "issue:45464 is the strongest representative issue here because it is specific, user-facing, and more actionable than the broader or more ambiguous reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Different failures: one is a Ministral-3 FlashAttention load issue, the other is flash-attention-3 training degeneration in sequence classification." + "reason": "Different problems: one is a model-specific loading failure, the other is a broad post-upgrade import-error report." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads vs an isolated reproduction of another issue; no shared concrete bug." + "reason": "Both are Qwen-family issues, but they describe different model variants and different failure modes; not the same bug." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "TF32 API guidance and FineGrainedFP8 accuracy are unrelated issues." + "reason": "Unrelated: vitpose model breakage vs TensorFlow backend/install packaging issue." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Both involve Qwen3-VL variants, but one is a weight-shape mismatch and the other is a different Qwen3-VL-Moe failure." + "reason": "TF32 behavior settings and MLA layernorm precision config are distinct topics with no concrete shared code-path." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Sparse-layer creation bug vs PreTrainedConfig type-checking regression; different code paths." + "reason": "Both involve optimizers, but one is about SGD args being ignored and the other about an extra optimizer step under deepspeed." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "v5 removal of tie_embeddings helper is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Different subsystems entirely: torch.compile attention branching vs a SequenceFeatureExtractor.pad performance issue." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Import error from image_utils vs a documentation parameter-name mismatch." + "reason": "Similar API surface, but one is a general chat-completions rejection and the other is a specific streaming-inference failure on Qwen3.5-0.8B; not enough to treat as the same bug." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Video-model/torchvision crash and save_pretrained shard-size question are unrelated." + "reason": "ImportError for a missing symbol and an audio feature-extraction issue are unrelated." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different GLM issues: missing image-patch helper vs torch.split return-value handling." + "reason": "Both are dtype/precision related, but one is a compile-time warning and the other is a model-loading dtype mismatch in BLIP2." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Tokenizer mapping None handling and a specific model-loading failure are not the same bug." + "reason": "Packaging/backend dependency issue vs a specific model breakage; not the same underlying defect." }, { - "left": "issue:43673", + "left": "issue:44913", "right": "issue:46328", "accept": false, - "reason": "Generation cache regression vs a SequenceFeatureExtractor.pad performance issue." + "reason": "GPTNeoX config reload bug and SequenceFeatureExtractor.pad performance regression are unrelated." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Python version compatibility failure and incorrect pipeline-parallel output are unrelated." + "reason": "Removed config API and unexpected position-id key errors are different regressions." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Different DeepSeek model bugs with different symptoms and code paths." + "reason": "Both mention GLM/DSA-related code, but one is a torch.split indexing issue and the other is a RoPE implementation bug." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not being applied with model_init." + "reason": "Different model/component families and different failure types; no clear shared bug." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Removal of tie_embeddings helper is unrelated to the flash_attention.py s_aux=None crash." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are unrelated import/API regressions." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules." + "reason": "Type-checking regression and undefined tf backend error are unrelated." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "v5 API removal and quantized save/load breakage are different problems." + "reason": "Both reference Flash Attention 2, but they affect different models with different support/status issues." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight on load are distinct loading bugs." + "reason": "Different model implementations and different tensor-shape/dtype problems." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Missing Qwen3Next projections and a missing config field in Qwen3_5MoeVisionConfig are different model/config issues." + "reason": "These are not the same bug: one asks about shard size defaults, the other is a Qwen3.5-Moe from_pretrained error." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "A flaky test due to missing set_seed and a noisy logging message are not the same bug." + "reason": "DSA ReLU omission vs deepseek matmul/transposition bug; no shared concrete code-path." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Different model families and different missing components." + "reason": "Both mention attention backends, but one is a model failing with FlashAttention in v5 RC and the other is degenerate training with flash_attention_3; different symptoms and likely different fixes." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL-30B vs missing projections in qwen3next; unrelated root causes." + "reason": "VRAM leak in multithreaded dataloader use vs incorrect generation with flash-attention are different problems." }, { "left": "issue:42673", - "right": "issue:45200", + "right": "issue:43906", "accept": false, - "reason": "VRAM leak under multithreaded loading and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "No clear overlap beyond superficial reproducibility phrasing; the issues concern different models and behaviors." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "AddedToken keyword collision and tokenizer mapping None handling are different tokenizer-loading failures." + "reason": "TF32 settings are unrelated to FineGrainedFP8 accuracy behavior." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different migration points." + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch on a specific model and the other is a broader v5/Qwen3-VL-Moe bug; not the same concrete issue." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "A tiny testing utility bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and PreTrainedConfig type-checking regression are unrelated." }, { "left": "issue:43097", - "right": "issue:43873", + "right": "issue:43452", "accept": false, - "reason": "Unrelated regression in a v5 helper removal vs quantization/offloading behavior." + "reason": "Removed tie_embeddings API and gguf_file loading breakage are different code paths." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "MLA layernorm epsilon precision issue and GLM-5 RoPE implementation are different bugs." + "reason": "Import regression from image_utils vs documentation mismatch for set_training are unrelated." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different model components and different missing-method vs tensor-split behavior." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model/torchvision crash and save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache regression and feature-extractor padding performance issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Model-loading failure for Phi-4 multimodal and a testing-utils bug are unrelated." + "reason": "Python-version compatibility problem and incorrect outputs under pipeline parallelism are unrelated." } ] }, @@ -14941,319 +14974,308 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 48, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:38617", - "issue:42490", "issue:42617", + "issue:42673", "issue:42757", + "issue:42890", "issue:42907", "issue:43012", + "issue:43064", "issue:43066", "issue:43097", "issue:43208", "issue:43502", - "issue:43526", "issue:43550", - "issue:43792", - "issue:43824", - "issue:43825", + "issue:43873", "issue:43906", + "issue:43931", "issue:43986", "issue:43992", + "issue:44038", + "issue:44062", "issue:44117", - "issue:44162", - "issue:44222", - "issue:44368", - "issue:44380", - "issue:44483", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44410", "issue:44484", - "issue:44514", + "issue:44485", "issue:44655", - "issue:44683", "issue:44704", "issue:44936", - "issue:44938", + "issue:44964", + "issue:44987", "issue:45103", + "issue:45200", "issue:45290", "issue:45341", "issue:45372", - "issue:45478", + "issue:45375", + "issue:45440", "issue:45561", "issue:45588", - "issue:45600", - "issue:45712", "issue:45753", - "issue:46123", + "issue:45859", + "issue:46050", "issue:46172", - "issue:46178", "issue:46298", "issue:46365", - "issue:46369", - "issue:46421" + "issue:46369" ], "soft_pairs": [ + "issue:44117|issue:44987", + "issue:45440|issue:46172", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:42673|issue:45200", + "issue:43931|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44261|issue:44485", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:44964|issue:45341", "issue:44704|issue:45103", "issue:43986|issue:44117", "issue:45753|issue:46369", "issue:42617|issue:45341", "issue:43986|issue:45372", - "issue:45341|issue:45588", "issue:43986|issue:45341", + "issue:45341|issue:45588", "issue:45341|issue:45561", "issue:43986|issue:45290", "issue:43992|issue:44484", - "issue:43066|issue:43906", "issue:44936|issue:46365", "issue:43208|issue:43550", + "issue:43066|issue:43906", "issue:43012|issue:43550", - "issue:45712|issue:46298", - "issue:43012|issue:44368", - "issue:42907|issue:44655", - "issue:43825|issue:44655", - "issue:42907|issue:45753", - "issue:43097|issue:46298", - "issue:44162|issue:46172", - "issue:44938|issue:46178", - "issue:43792|issue:46123", - "issue:44222|issue:45478", - "issue:44483|issue:44514", - "issue:42490|issue:43012", - "issue:43012|issue:44683", - "issue:43208|issue:43526", - "issue:38617|issue:43502", - "issue:45600|issue:46298", - "issue:42757|issue:43824", - "issue:44380|issue:46421" + "issue:42907|issue:44655" ], - "prepared_review_unit_hash": "bb8c34cb300905e70eb5c4a8f920cea3914f04fed80391f9e2257e1a37b2f288", + "prepared_review_unit_hash": "8495a264941c35cdb37ec113ee7585aab689b3e5d6c1893d02bd68bd187bdf40", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37039, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 33, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bug reports, and none of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents. No PRs are present.", - "confidence": 0.22, - "canonical_issue_reason": "issue:43986 is the closest representative anchor because it is a concrete, user-facing load-time/import failure and sits near several other processor/loading-related reports, even though the cluster is not a real duplicate set.", + "summary": "The cluster is a loose collection of unrelated transformer issues, mostly model-specific bugs and import/load regressions. None of the soft-similarity pairs appear to describe the same underlying bug or change closely enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43986 is the best single representative if one must be chosen: it has the clearest standalone repro and the broadest overlap with nearby loading/import failures.", + "best_issue_reason": "No single issue is a clear canonical representative because the cluster is heterogeneous; if forced to inspect one first, issue 43873 is the most broadly scoped/open bug with multiple references, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "Different code paths: cached_file kwargs vs docstring parsing under annotations." - }, - { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but different bugs and different failing assumptions." + "reason": "Both involve loading/tokenizer mapping behavior, but one is a None-mapping assumption and the other is a model load failure for a specific repo; not the same bug." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Different models and symptoms: infinite loop vs memory overflow." + "reason": "Different code paths and symptoms: remote DeepSeekV3 divergence vs a dtype/transpose bug in deepseek-v4." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Unrelated: script execution failure vs a testing_utils bug." + "reason": "Training optimizer-state corruption with FSDP2/PEFT is unrelated to Liger Kernel not being applied via model_init." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both involve processor loading, but different missing imports and model paths." + "reason": "Both are import errors, but they reference different missing symbols from different modules and likely different version mismatches." }, { - "left": "issue:45341", + "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Testing utility bug and flash-attention crash are unrelated." + "reason": "A removed config flag is unrelated to an AttributeError in flash_attention on sink-less models." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Missing torchvision crash does not match a testing_utils fix." + "reason": "Different failures: config API removal vs broken quantized save/load after sinq serialization." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "A test helper bug and xdist file race are different issues." + "reason": "One is an unwanted network call despite local_files_only, the other is a missing encoder weight during model load." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Processor loading crash vs chat template crash; different subsystems." + "reason": "Both hit Qwen3-family models, but one is missing attention projections and the other is a config field being dropped." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Different areas: missing encoder weights vs shard-size behavior in save_pretrained." + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Too little evidence they share the same tokenizer bug." + "reason": "Same broad model family, but the concrete failures differ: Qwen3-VL-Moe loading versus qwen3next layer projection omission." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:42673", + "right": "issue:45200", "accept": false, - "reason": "Trainer evaluation state bug is not the same as an import conflict." + "reason": "VRAM leakage in multithreaded dataloading is unrelated to Gemma 4 requiring mm_token_type_ids defaults." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model-loading problems with different failure modes and likely different model configs." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Warning noise vs torch.compile SDPA failure are unrelated." + "reason": "Both are missing-symbol import errors, but the symbols and affected dependencies differ." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Dummy-class cleanup and noisy logging do not share the same bug." + "reason": "Tokenizer AddedToken argument duplication is a distinct bug from TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Both are warnings, but about different models and causes." + "reason": "A missing RMS norm epsilon in MLA is unrelated to GLM-5 RoPE implementation behavior." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "Saving dequantized models and saving pipelines are different code paths." + "reason": "A testing_utils bug and a CPU-offload incompatibility in Qwen3_5 rotary embedding are unrelated." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Chat-completions messaging bug is unrelated to pipeline serialization." + "reason": "A removed embedding-tie API and a quantization offloading bug are not the same underlying problem." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "Model saving bug and image-loop bug are unrelated." + "reason": "Phi-4 multimodal loading failure is unrelated to a small testing_utils bug." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Removed config API and noisy logging are different problems." + "reason": "AutoProcessor kwarg propagation and auto_docstring annotation handling are separate subsystems and failures." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Different models and different runtime failures." + "reason": "Missing torchvision handling in AutoProcessor is unrelated to tokenizer mapping returning None." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Python 3.14 import failure is not the same as missing backend mapping." + "reason": "A Qwen3_5 infinite-generation loop and a SAM3 memory overflow are different model/runtime bugs." }, { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Whisper runtime failure and batch-finalization bug are unrelated." + "reason": "Running 3d_parallel.py and a testing utility bug do not share the same code path." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Same model family, but different directions and failure conditions." + "reason": "Both are loader/processor related, but one depends on torchvision availability while the other is a mistral_common import regression." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "Chat-completions endpoint rejection and chat-template batching crash differ." + "reason": "Processor loading without torchvision and chat-template tool-call handling are separate bugs." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Local-path import warning and bf16 compile warning are unrelated." + "reason": "A missing embedding weight and the default max_shard_size value are unrelated." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Precision warning and torch>=2.9 flex_attention failure are different bugs." + "reason": "trainer.evaluate failing after train is distinct from an import conflict caused by datasets." }, { "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "Different model families and different preprocessing/training issues." - }, - { - "left": "issue:38617", - "right": "issue:43502", + "right": "issue:43550", "accept": false, - "reason": "ImportError for a symbol and unwanted API requests are unrelated." + "reason": "xLSTM training blockers and a Bamba torch.compile SDPA failure are unrelated model/backend issues." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Broken auto_mappings references and noisy logging are separate issues." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Importing different missing symbols is not enough to merge these." + "reason": "A bfloat16 compile warning is unrelated to a model-specific torch.compile SDPA failure." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Attention scaling backend bug and cache lazy-init recompilation are different code paths." + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are different save_pretrained problems." } ] }, @@ -15267,326 +15289,291 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 49, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:36010", "issue:36683", - "issue:42175", + "issue:38617", + "issue:42490", "issue:42757", + "issue:42898", + "issue:42907", "issue:42994", + "issue:43012", "issue:43064", "issue:43066", + "issue:43097", + "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", - "issue:43525", - "issue:43611", + "issue:43526", "issue:43618", "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", "issue:43867", - "issue:43881", - "issue:43901", "issue:43937", - "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", - "issue:44077", + "issue:44162", + "issue:44222", "issue:44230", - "issue:44242", - "issue:44355", + "issue:44368", "issue:44380", "issue:44483", - "issue:44485", - "issue:44625", + "issue:44514", "issue:44655", - "issue:44855", - "issue:44871", - "issue:45216", + "issue:44683", + "issue:44938", "issue:45276", "issue:45290", - "issue:45310", "issue:45478", - "issue:45584", + "issue:45600", "issue:45698", + "issue:45712", "issue:45753", "issue:46077", - "issue:46082", - "issue:46132", + "issue:46123", "issue:46172", - "issue:46209", - "issue:46365" + "issue:46178", + "issue:46298", + "issue:46421" ], "soft_pairs": [ + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44938|issue:46178", + "issue:43792|issue:46123", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:38617|issue:43502", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:44380|issue:46421", "issue:45698|issue:46172", "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43064|issue:44380", "issue:43299|issue:43867", - "issue:36683|issue:43475", - "issue:43066|issue:46209", - "issue:42994|issue:44655", - "issue:43618|issue:43761", - "issue:45276|issue:46077", - "issue:43901|issue:44655", - "issue:36010|issue:42757", - "issue:43352|issue:43937", - "issue:43611|issue:44655", - "issue:45584|issue:46365", - "issue:44077|issue:46365", - "issue:44871|issue:46365", - "issue:43867|issue:45216", - "issue:43502|issue:44485", - "issue:44625|issue:46077", - "issue:46077|issue:46082", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:42175|issue:46365", - "issue:44380|issue:46132", - "issue:36683|issue:44242", - "issue:36683|issue:43881", - "issue:43299|issue:45753", - "issue:43992|issue:45310", - "issue:43352|issue:43976", - "issue:44075|issue:46365", - "issue:43352|issue:45478", - "issue:44355|issue:44855" + "issue:43064|issue:44380", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:42898|issue:43066", + "issue:45276|issue:46077", + "issue:43352|issue:43937" ], - "prepared_review_unit_hash": "ac4b858b6a94c17f5fcb8509127fb6c0c2cf573a23f65fe130024a99ae0a3614", + "prepared_review_unit_hash": "a0fbbcafeb1324224a10f4434290b1ff1c4ae4e3fe62671f634ae5285ec03a97", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37151, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "soft_pair_count": 28, + "serialized_chars": 35709, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous cluster of Transformers v5-era regressions and API breakages (imports, model loading/saving, config fields, attention/output regressions). The soft pairs mostly share only a broad subsystem, not the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45698 is the broadest and most active open save/load regression in the set, with substantial discussion and references, so it is the best representative issue for this mixed cluster.", + "summary": "This cluster is highly heterogeneous: mostly unrelated Transformers v5 regressions, import errors, and model-specific bugs. The soft-similarity pairs do not look like true duplicates of the same underlying issue or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the broadest load/save regression in the set and has the highest discussion activity, so it is the least-bad anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest single issue to anchor the cluster because it is actively discussed, user-facing, and sits in the central save_pretrained/from_pretrained failure mode that appears repeatedly across the set.", + "best_issue_reason": "issue:45698 is open, user-facing, and centered on a general from_pretrained/save_pretrained codepath with meaningful discussion, making it the strongest representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45698", - "right": "issue:46172", - "accept": false, - "reason": "Different bugs: wrong custom module reloading after save_pretrained vs a dtype/transpose issue in deepseek-v4 code." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Both mention Qwen3-VL-Moe, but one is a general v5 loading regression while the other is fp8 inference support; not the same concrete failure." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "Different API surfaces and failures: /v1/chat/completions request rejection vs apply_chat_template crashing on tool-call messages." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Unrelated regressions: distributed optimizer state corruption vs GPT2 attention scaling being ignored in SDPA/FlashAttention." - }, - { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Both are loading failures, but for different models and failure modes; too broad to be duplicates." + "reason": "Different bugs: a PyTorch bfloat16 compilation warning vs a tie_word_embeddings warning during LoRA fine-tuning." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Different missing-attribute bugs in unrelated model families: Gemma3 vocab_size vs SAM3 fpn_position_embeddings." + "reason": "Unrelated cleanup/CI issue about dummy classes vs a vague noisy logging complaint." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to FP8 inference failing on B200 hardware." + "reason": "Different code paths: pipeline error messaging vs save_pretrained for pipeline objects." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline save_pretrained; different code paths and symptoms." + "reason": "Different symptoms and subsystems: saving dequantized models vs an infinite loop on a specific image in Qwen3_5." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Both are CLIP regressions, but one concerns attentions in CLIPOutput and the other hidden_states in CLIPVisionModel.forward." + "reason": "Removed API/documentation warning vs generic noisy logging; not the same underlying bug or change." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Same model family but different behavior: token embedding resize vs causal mask construction." + "reason": "ESM2 model breakage is unrelated to a deepseek-v4 tensor transpose issue." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization." + "reason": "Python 3.14 import/load failure is unrelated to a backend mapping error for tensorflow_text." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different dependencies." + "reason": "Whisper runtime failure and MaskGenerationPipeline batch-dropping are distinct issues." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are distinct issues." + "reason": "Both involve MoE/FP8 model loading or saving, but they concern different failure modes and likely different code paths." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Model loading with base_model_prefix and pipeline save_pretrained are different bugs." + "reason": "Local model path slash warning is unrelated to a bfloat16 precision warning." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to a Trainer import conflict caused by datasets." + "reason": "OpenAI chat-completions API rejection is unrelated to a Qwen2.5-VL processor batching crash." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Optimizer argument handling and Trainer import resolution are unrelated failures." + "reason": "Different problems: precision warning during compile vs compiled flex_attention failure on newer torch." }, { - "left": "issue:44871", - "right": "issue:46365", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Gemma4 eos_token_id inconsistency is unrelated to importing Trainer from transformers." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior do not match." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Both are checkpoint/load-save regressions, but one is state_dict ordering during load and the other is incorrect saved Qwen3.5 checkpoints." + "reason": "ImportError from a removed symbol is unrelated to local_files_only still triggering network requests." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation." + "reason": "Different import failures: is_offline_mode removal vs missing Qwen2_5_VL model export." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "num_labels propagation and Gemma4 attention masking are different model-config regressions." + "reason": "Auto-mapping references to removed Sam3LiteText configs is not the same as a noisy logging message." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Different config/attention problems: Gemma4 bidirectional masks vs LlamaConfig head_dim validation." + "reason": "GPT2 attention scaling/backend behavior is unrelated to cache lazy initialization recompilation." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Same class of symptom but different missing config fields on different models; not enough to merge as one bug." + "reason": "Wrong custom module loading after save_pretrained is unrelated to a deepseek-v4 dtype/transpose bug." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "CLIP attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Related Qwen3/VL/MoE theme, but one is a generic load bug and the other is FP8 inference support; not the same concrete fix." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "TensorFlow backend packaging and Trainer import conflicts are separate dependency/setup issues." + "reason": "API request validation and assistant tool-call tokenization are different failure modes." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Attention scaling in GPT2 is unrelated to AttentionInterface.register changing registered function behavior." + "reason": "Qwen3VL MoE loading breakage and sorted state_dict loading failure are different loading bugs." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Gemma3 missing vocab_size and MoE load-balancing loss behavior are different bugs." + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:36683", - "right": "issue:43881", + "right": "issue:43475", "accept": false, - "reason": "Different model-loading attribute errors with different models and configs." + "reason": "Gemma3Config missing vocab_size and SAM3 vision encoder missing fpn_position_embeddings are different model attribute regressions." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Both mention Qwen3-VL, but one is a loading regression and the other is an infinite-loop generation bug on a specific image." + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different save paths and not clearly one bug." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Missing embed_tokens weight in UMT5Encoder is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Both are CLIP v5 regressions, but one is missing attentions assignment and the other missing hidden_states; adjacent but distinct." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Flash Attention support and Python version compatibility are unrelated regressions." + "reason": "Tokenizer cleanup behavior change and wrong tokenizer decoder type are separate tokenizer issues." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "SGD argument handling is unrelated to the Trainer import conflict with datasets." + "reason": "Gemma4 embedding resize bug is unrelated to causal-mask construction for bidirectional attention." }, { "left": "issue:43352", - "right": "issue:45478", - "accept": false, - "reason": "Same Qwen/Nemotron space only superficially; one is Nemotron FA2 support, the other Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:44355", - "right": "issue:44855", + "right": "issue:43937", "accept": false, - "reason": "Both are import/compile-related, but one is compiled Python file handling and the other is a torch.jit parsing issue on Python 3.13." + "reason": "Nemotron Flash Attention 2 support and GLM-5 GenerationConfig validation are unrelated." } ] }, @@ -15600,401 +15587,432 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 50, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ - "issue:28282", - "issue:30333", - "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", "issue:41669", - "issue:42548", + "issue:42175", + "issue:42757", "issue:42890", "issue:43064", + "issue:43299", "issue:43352", "issue:43441", "issue:43502", - "issue:43575", - "issue:43576", + "issue:43525", + "issue:43611", "issue:43618", "issue:43867", + "issue:43881", + "issue:43901", "issue:43976", "issue:43992", - "issue:44062", - "issue:44112", + "issue:44075", + "issue:44077", "issue:44117", - "issue:44222", + "issue:44242", "issue:44246", - "issue:44351", "issue:44355", - "issue:44360", "issue:44380", - "issue:44387", + "issue:44485", "issue:44492", - "issue:44556", + "issue:44625", "issue:44655", - "issue:44749", - "issue:44857", + "issue:44855", + "issue:44871", "issue:44938", - "issue:44964", - "issue:44977", - "issue:45125", + "issue:45216", + "issue:45310", "issue:45357", "issue:45375", - "issue:45440", "issue:45478", "issue:45479", "issue:45561", - "issue:45600", + "issue:45584", + "issue:45753", + "issue:46077", + "issue:46082", "issue:46132", "issue:46202", - "issue:46285" + "issue:46365" ], "soft_pairs": [ - "issue:43867|issue:46202", + "issue:36010|issue:42757", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44871|issue:46365", + "issue:43867|issue:45216", + "issue:43502|issue:44485", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:42175|issue:46365", + "issue:44380|issue:46132", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:43352|issue:45478", + "issue:44355|issue:44855", "issue:43441|issue:44380", "issue:43867|issue:45375", + "issue:43867|issue:46202", "issue:36683|issue:44117", "issue:43352|issue:44380", "issue:44380|issue:45479", "issue:41669|issue:44246", "issue:42890|issue:45561", - "issue:43064|issue:44492", - "issue:43992|issue:45478", "issue:43976|issue:44938", + "issue:43064|issue:44492", "issue:43867|issue:45357", - "issue:36296|issue:43575", - "issue:43064|issue:44655", - "issue:28282|issue:33453", - "issue:43618|issue:46285", - "issue:44655|issue:44938", - "issue:43618|issue:44857", - "issue:43618|issue:44977", - "issue:43502|issue:44062", - "issue:44360|issue:45440", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:44222|issue:45125", - "issue:43576|issue:46132", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:44355|issue:44749", - "issue:30333|issue:33453", - "issue:44387|issue:44556", - "issue:45125|issue:45375" + "issue:43992|issue:45478" ], - "prepared_review_unit_hash": "46edfb04f340d81f8852665538f235ade84b1ad88e5ce433748f80c082c86efb", + "prepared_review_unit_hash": "5f61adceaa89f8e84032b8215c5813cb7ef5651f75605efeb303dd0331e845be", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36384, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "soft_pair_count": 34, + "serialized_chars": 37041, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues spanning different models, versions, and subsystems. The only plausible duplicate is the import-time slowdown report: a generic \"import transformers takes long sometimes\" matches the more specific \"Remove import * usage from models\" performance complaint.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44246 is the broadest symptom-level report and best represents the import-time slowdown cluster; issue:41669 reads like a specific cause/remediation for that same slowdown.", + "summary": "This cluster is mostly noisy: the items are a mix of unrelated Transformers bugs, regressions, and docs/perf reports. I found one strong duplicate pair around the Qwen3.5 MoE `from_pretrained` regression; the rest look like distinct issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue because it has the exact same failure mode and scope as issue:45478 (same title, same Qwen3.5 MoE `from_pretrained` regression), and it is the earlier report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best global issue candidate because it describes the user-facing problem more generally and can subsume the more specific fix-oriented report.", + "best_issue_reason": "issue:45310 is the best issue anchor for the cluster\u2019s only true duplicate pair: it is specific, versioned, and directly matches the later duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Different failures: sorted state_dict load error vs Gemma pipeline roundtrip/tokenization issue." + "reason": "Both are import errors, but for different symbols/modules (`GenerationMixin` vs `is_offline_mode`); no sign of the same underlying bug." }, { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Both mention FlashAttention, but they target different model/backends and different bugs." + "reason": "One is a docs/behavior mismatch for `return_all_scores`; the other is about `Pipeline.save_pretrained`. Different features and failure modes." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "`base_model_prefix` loading regression and pipeline saving are unrelated code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation vs `Trainer` import conflict with `datasets`; different bugs entirely." + }, + { + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Unrelated config/load issues for different models and failure modes." + "reason": "`patchtsmixer` post-init handling and `Trainer` import resolution are not the same defect." }, { - "left": "issue:36683", - "right": "issue:44117", + "left": "issue:44871", + "right": "issue:46365", "accept": false, - "reason": "Different root causes: missing Gemma3 config field vs tokenizer mapping returning None." + "reason": "Gemma eos-token config inconsistency is unrelated to the `Trainer` import issue." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Different FlashAttention compatibility issues affecting different models/code paths." + "reason": "Both involve loading/saving, but they target different models and different failures (`state_dict` ordering vs Qwen3.5 checkpoint regression)." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "One is attention scaling under SDPA/FlashAttention; the other is a classification loss bug." + "reason": "Local-files-only network leakage and GLM-5 RoPE behavior are unrelated." }, { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both point to import-transformers slowness, and 41669 is a concrete explanation/fix for the same performance problem reported in 44246." + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 and Gemma4 attention-mask construction are different issues." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Unrelated test flakiness: missing set_seed vs pytest-xdist file race." + "reason": "Both are config-related, but one is about Gemma4 bidirectional attention masks and the other about Llama head-dim validation; not the same bug." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Different problems entirely: distributed training optimizer-state bug vs cache-strategy typo." + "reason": "Missing `vocab_size` on Gemma3Config vs missing `pad_token_id` on Llama4Config are separate model-specific config regressions." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Both are from_pretrained failures, but they concern different models and missing pieces." + "reason": "CLIP attentions assignment and Qwen3.5 save_pretrained corruption are different regressions." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Both are Python compatibility complaints, but they refer to different Python versions and likely different causes." + "reason": "Backend dependency packaging and `Trainer` import conflicts are unrelated." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Load failure from sorted state_dict is unrelated to Qwen3.5 visual encoder key saving." + "reason": "Attention scaling being ignored in SDPA/FlashAttention is not the same as `AttentionInterface.register` changing function behavior." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Different tensor-parallel/OOM scenarios with different models and settings." + "reason": "Gemma3 config attribute missing and MoE load-balancing loss handling are different problems." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Training optimizer-state corruption is unrelated to pipeline save_pretrained behavior." + "reason": "Both are loading/config failures, but for different models and symptoms; not a duplicate." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "ImportError for missing PyTorch backend vs tokenizer loading regression are different issues." + "reason": "Qwen3VL MoE model-loading breakage and Qwen3_5 infinite-loop-on-image are unrelated." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Different CLIP API regressions affecting different outputs/classes." + "reason": "FlashAttention support for one model and Python version compatibility for the whole package are different issues." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Saving pipeline objects and Python 3.14 import failures are unrelated." + "reason": "UMT5 missing `embed_tokens.weight` and Qwen3.5 MoE `from_pretrained` failure are different load paths and model families." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Different failures in different models/losses; no shared underlying bug." + "reason": "SGD argument handling and `Trainer` import conflict are unrelated." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "CLIP output attribute regression and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "Unsupported FlashAttention on Nemotron and Qwen3.5 MoE load failure are different bugs." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Local-files-only network leak and AddedToken keyword collision are distinct bugs." + "reason": "Compiled-file import errors vs a Python 3.13 `torch.jit.script` parsing/IndentationError are different root causes." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "The DSA indexer ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + "reason": "Both mention attention backends, but one is a model-specific FlashAttention failure and the other is an attention-scaling config regression." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Test seeding flakiness is unrelated to Phi-4 multimodal model loading." + "reason": "A generic load-model ordering error and a missing config field dropped by `@strict` are not the same defect." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Different CI/test issues with different causes and files." + "reason": "State-dict ordering failure and Gemma pipeline roundtrip failure have different triggers and code paths." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:36683", + "right": "issue:44117", "accept": false, - "reason": "Set_seed flakiness is unrelated to broken auto_mappings references." + "reason": "Missing config attribute on Gemma3 and tokenizer-mapping `None` handling are unrelated." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is missing tensor-parallel plan support." + "reason": "Unsupported FlashAttention for one model and ignored GPT-2 scaling config are different issues." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Broken env command and AttentionInterface behavior change are unrelated." + "reason": "Attention scaling in backends and zero-loss classification behavior are unrelated." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Both are top-level import errors, but for different missing symbols and likely different causes." + "reason": "Both concern import slowness, but 41669 is a specific `import *` cleanup proposal while 44246 is a generic slowdown report; not enough evidence of the same underlying bug." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Tensor-parallel plan absence and from_pretrained error are not the same concrete bug." + "reason": "One is a flaky integration test needing `set_seed`; the other is a pytest-xdist race in patched testing utils." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Compiled Python file errors and checkpoint reload slowdown after upgrade are unrelated." + "reason": "Python 3.9+/3.10+ compatibility and Python 3.14 import failure are different version-specific issues." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "MLFlow reporting on failed training jobs and tokenizer loading regression are unrelated." + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "int4 CUDA memory/OOM regression is unrelated to checkpoint reload compatibility." + "reason": "State-dict sorting failure and incorrect Qwen3.5 visual encoder keys in save_pretrained are both save/load themed but distinct bugs." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Missing _tp_plan and missing vision config field are different Qwen3.5 issues." + "reason": "Different models and different missing artifacts; not the same `from_pretrained` bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft edge, issue:41669 \u2194 issue:44246, is well supported by the titles as the same import-time slowdown problem with a more specific cause/fix description. The rest of the pairwise rejections stay appropriately cautious and do not overclaim duplicates." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 51, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:27957", + "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", - "issue:38617", - "issue:41628", "issue:42548", - "issue:42757", "issue:42831", + "issue:42890", "issue:43010", + "issue:43064", "issue:43299", "issue:43502", - "issue:43526", + "issue:43575", "issue:43576", + "issue:43618", "issue:43723", - "issue:43824", "issue:43827", "issue:43874", - "issue:43901", - "issue:43976", - "issue:44038", + "issue:44062", + "issue:44112", "issue:44222", - "issue:44230", - "issue:44273", "issue:44315", + "issue:44351", "issue:44355", "issue:44360", "issue:44368", - "issue:44393", + "issue:44387", "issue:44556", - "issue:44623", "issue:44655", - "issue:44908", + "issue:44749", + "issue:44857", "issue:44938", "issue:44961", + "issue:44964", + "issue:44977", "issue:45071", "issue:45125", - "issue:45230", "issue:45278", - "issue:45468", - "issue:45542", - "issue:45656", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", "issue:45850", - "issue:46095", - "issue:46209" + "issue:46132", + "issue:46285" ], "soft_pairs": [ + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44655|issue:44938", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", "issue:43010|issue:45278", "issue:43723|issue:44556", - "issue:43502|issue:44222", "issue:30990|issue:31795", + "issue:43502|issue:44222", "issue:43502|issue:44961", - "issue:43010|issue:45850", "issue:42831|issue:43874", + "issue:43010|issue:45850", "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:43010|issue:44368", @@ -16003,265 +16021,240 @@ "issue:33453|issue:34689", "issue:44315|issue:44360", "issue:43299|issue:44556", - "issue:27957|issue:33453", - "issue:42757|issue:43576", - "issue:43576|issue:45071", - "issue:43010|issue:45656", - "issue:43576|issue:43824", - "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:43010|issue:43976", - "issue:43576|issue:44938", - "issue:44222|issue:44230", - "issue:44908|issue:44961", - "issue:41628|issue:42548", - "issue:36296|issue:43901", - "issue:36296|issue:43526", - "issue:44315|issue:46209", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44230|issue:46095", - "issue:44038|issue:45125", - "issue:44393|issue:45071" + "issue:27957|issue:33453" ], - "prepared_review_unit_hash": "592d23efc47b95850e7fc00cd8face747c22733e64043f4eb305d454d927791f", + "prepared_review_unit_hash": "e0a9109f4d5a62f8e5d7a5917fbc2951ba9ff685dda87f67269573a188b89c83", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37502, - "estimated_input_tokens": 9376, - "estimated_eval_tokens": 19008 + "soft_pair_count": 36, + "serialized_chars": 38137, + "estimated_input_tokens": 9535, + "estimated_eval_tokens": 19326 }, "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: import/export regressions, model-loading failures, docs problems, FP8/tensor-parallel edge cases, and a few training/runtime bugs. I do not see any soft pair that clearly describes the same underlying bug/change.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest representative of the repeated v5 import-regression theme, but the cluster as a whole is not a clean duplicate set.", + "summary": "The candidate set is heterogeneous: most items are separate v5/model-loading regressions, import/export breakages, CI/test flakes, or unrelated training/runtime bugs. The soft edges are generally only broad topical similarities, not the same underlying bug/change, so none are safe duplicates/merge candidates.", + "confidence": 0.81, + "canonical_issue_reason": "If forced to pick one issue as the closest umbrella, #45278 is the best representative of the v5 upgrade/import-breakage family. However, the overall set is too mixed for a single true canonical issue across all items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 most usefully summarizes the broad cross-version import breakage pattern, even though it is not a true umbrella duplicate for the whole cluster.", + "best_issue_reason": "#45278 is the strongest global representative because it is broad, version-specific, and covers several of the other v5 regression-style reports better than the more narrowly scoped issues. It is still only a partial fit, not a perfect canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Different problem classes: no_grad decoration on cache updates vs many import errors after upgrade." - }, - { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility; not the same bug." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a load-time OOM for a specific model; not the same code-path." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "local_files_only network leakage and FP8 save_pretrained on moe are unrelated." + "reason": "FSDP/PEFT optimizer-state corruption and pipeline save_pretrained are unrelated behaviors." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Runtime hang during loading vs documentation confusion in model.forward." + "reason": "Different failures: missing PyTorch import vs tokenizer-loading regression." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "API calls despite local_files_only is unrelated to an empty/placeholder issue." + "reason": "Both are CLIP-related regressions, but one is about attentions on outputs and the other about text_model structure; different bugs." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "Specific no_grad cache bug vs vague claim that v5 breaks many models." + "reason": "Pipeline save_pretrained and Python 3.14 import/load failure are unrelated." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "FP8 accuracy issue and missing image-patch helper are different model-specific bugs." + "reason": "CLIP attentions regression and LwDetrImageLoss AMP crash are different model/path issues." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "MLflow reporting on failed jobs vs tensor-parallel training bug are unrelated." + "reason": "CLIP output field regression and Qwen3.5 flash-attention generation bug are unrelated." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Compiled Python file errors are not the same as PretrainedConfig type-checking regressions." + "reason": "Different model/component failures; one is a DSA indexer ReLU discussion, the other is DeepSeekV3MoE implementation divergence." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Cache update no_grad behavior is unrelated to a tie_word_embeddings warning." + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Docs still mentioning pipeline() and an unrelated placeholder issue are not duplicates." + "reason": "A flaky SAM HQ integration test and a Phi-4 multimodal model-loading failure are unrelated." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Import/runtime errors on compiled files and pipeline save_pretrained failure are different code paths." + "reason": "Both are CI/test issues, but they concern different tests and different root causes." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are not the same concrete issue." + "reason": "Test flakiness due to missing set_seed and a broken auto_mappings reference are not the same bug." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Liger Kernel application with model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Both involve MoE/tensor-parallel areas, but one is FP8 save_pretrained and the other is missing _tp_plan; different problems." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Both are version/model loading complaints, but they target different models and failure modes." + "reason": "Broken env CLI command and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:27957", - "right": "issue:33453", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Flash Attention support for XLM-Roberta and tokenizer loading regression are unrelated." + "reason": "Both touch Qwen3.5 MoE loading, but one is a missing tensor-parallel plan and the other is a broader from_pretrained failure; not enough evidence of the same fix." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "A missing huggingface_hub import and a broken transformers env command may be related in theme, but not clearly the same bug from the titles alone." + "reason": "Both are import errors, but for different exported symbols and likely different causes." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "CLI env breakage and PretrainedConfig type checking are unrelated." + "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are unrelated." }, { - "left": "issue:43010", - "right": "issue:45656", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Cache update no_grad bug vs deepspeed double optimizer-step bug are different issues." + "reason": "MLFlow reporting on failed training jobs and tokenizer-loading regression are unrelated." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Env command breakage is not the same as missing Qwen2_5_VL export." + "reason": "Int4 quantization memory regression and checkpoint reload failure are different bugs." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Docs confusion in forward signatures and an ImportError for layer_type_validation are unrelated." + "reason": "Tokenizer loading in v5 and checkpoint reload after upgrade are both loading issues, but not the same concrete failure." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are not duplicates." + "reason": "Sentence Transformers hanging on load and confusing forward docs are unrelated." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Cache update decoration bug and Python version incompatibility are unrelated." + "reason": "Network requests despite local_files_only and FP8 MoE save_pretrained are unrelated." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different version-specific problems." + "reason": "FP8 accuracy and missing image-processor method are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Both are FP8/moe related, but save_pretrained behavior and inference support are different concrete changes." + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Scheduler kwargs handling and placeholder issue are unrelated." + "reason": "Compiled Python file failures and pipeline save_pretrained are unrelated." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different concrete failures." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Tensor-parallel training bug and a docs/behavior mismatch for TextClassificationPipeline are unrelated." + "reason": "Liger Kernel not applied with model_init and DSA indexer lacking ReLU are unrelated." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Qwen3VL MoE loading breakage and checkpoint reload failure are both version-regression reports, but not the same bug." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:27957", + "right": "issue:33453", "accept": false, - "reason": "Liger Kernel application in model_init and FP8 inference on B200 are different problems." + "reason": "Flash Attention 2 support for XLM-Roberta and tokenizer-loading regression are unrelated." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Missing processor.save_pretrained files and a generic bug report are not duplicates." + "reason": "Duplicate entry omitted in source data? No separate soft pair beyond the one above; if considered, still reject for unrelated causes." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Lazy loading failure and TensorFlow backend detection issue are unrelated." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are both Qwen3.5 MoE-related, but they concern different schema/code-path issues." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "FP8 inference support for Qwen3/VL moe and a DeepSeek weight-conversion question are not the same bug." + "reason": "Cache/layer update no_grad decoration and broad import errors after upgrade are unrelated." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Qwen3-VL-Moe loading regression and missing _tp_plan for tensor parallelism are different code-path problems." + "reason": "Tokenizer.from_pretrained failure and checkpoint reload failure are different loading regressions." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "2D bounding-box output issues and PretrainedConfig type checking are unrelated." + "reason": "Network requests with local_files_only and FP8 MoE save_pretrained are unrelated." } ] }, @@ -16275,67 +16268,87 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 52, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "nodes": [ "issue:31795", - "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", "issue:41669", - "issue:42371", + "issue:42548", + "issue:42757", "issue:42890", + "issue:43010", "issue:43352", "issue:43408", "issue:43525", + "issue:43526", "issue:43572", "issue:43576", "issue:43673", - "issue:43827", - "issue:43874", + "issue:43824", + "issue:43901", "issue:43976", - "issue:44077", + "issue:44038", + "issue:44222", + "issue:44230", "issue:44246", "issue:44273", "issue:44295", "issue:44297", "issue:44315", - "issue:44351", - "issue:44360", "issue:44373", "issue:44393", - "issue:44492", "issue:44556", - "issue:44655", - "issue:44704", - "issue:44829", - "issue:44861", + "issue:44623", "issue:44908", + "issue:44938", "issue:44961", "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:45656", "issue:45753", "issue:45850", - "issue:46143", - "issue:46144", + "issue:46095", + "issue:46209", "issue:46218" ], "soft_pairs": [ + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", "issue:44273|issue:45003", "issue:44373|issue:44961", + "issue:44230|issue:46095", "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:43525|issue:45850", @@ -16346,310 +16359,270 @@ "issue:41669|issue:46218", "issue:43408|issue:44315", "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", "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:41669|issue:45341", - "issue:45278|issue:45850", - "issue:44393|issue:45478", - "issue:43874|issue:45850", - "issue:46143|issue:46144", - "issue:43976|issue:46218", - "issue:44077|issue:44861", - "issue:43673|issue:44492", - "issue:43827|issue:44908", - "issue:31795|issue:33453", - "issue:41669|issue:44492", - "issue:44315|issue:44829", - "issue:43576|issue:44273", - "issue:45230|issue:45310", - "issue:44360|issue:45468", - "issue:44655|issue:44861", - "issue:42371|issue:44492", - "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:43827|issue:44492" + "issue:44908|issue:45071" ], - "prepared_review_unit_hash": "bae824fd7be927ba43581a722c756950e13867cd1fe279cf1e8055b2527f616c", + "prepared_review_unit_hash": "e07372facb502ea7f4ca9f957d2e08923974152e1daaa8b38e4b65487291f572", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 41, - "serialized_chars": 38660, - "estimated_input_tokens": 9665, - "estimated_eval_tokens": 19586 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38388, + "estimated_input_tokens": 9597, + "estimated_eval_tokens": 19450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, model-specific import/config errors, and a few doc/test issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them.", - "confidence": 0.84, - "canonical_issue_reason": "Issue #45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the shared post-v5 regression theme across the cluster.", + "summary": "This cluster is heterogeneous: most items are unrelated import/export, lazy-loading, version-upgrade, or model-specific regressions. The soft pairs share broad themes at best, but not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44273 is the broadest, most central issue here ('Lazy loading is not working properly') and best matches the recurring import/lazy-loading regressions seen in a few nearby items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45850 is the best representative because it captures the general user-facing regression pattern and can conceptually subsume the narrower follow-up reports.", + "best_issue_reason": "issue:44273 is the best umbrella representative for the cluster, but only loosely; the set still spans many distinct bugs rather than one underlying failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading/import timing problem vs unsafe sys.modules access; different failure modes." - }, - { - "left": "issue:44373", - "right": "issue:44961", - "accept": false, - "reason": "Docstring bug vs placeholder/noise issue; unrelated." - }, - { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Qwen3-VL bbox hallucination vs Qwen3_5 infinite-loop report; different model and symptom." + "reason": "Different failures: a missing huggingface_hub symbol versus a broken transformers env command." }, { "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Broken `transformers env` command vs checkpoint reload incompatibility after upgrade; unrelated." - }, - { - "left": "issue:43525", - "right": "issue:45850", + "right": "issue:45071", "accept": false, - "reason": "Llama4 config attribute error is a specific model bug, not the same as a broad v5-breakage umbrella." + "reason": "Unrelated problems: env command behavior versus PreTrainedConfig type-checking." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43010", + "right": "issue:45656", "accept": false, - "reason": "Import-time performance issue vs missing generation cache in chunked prefill; different code paths." + "reason": "Cache update no_grad semantics and deepspeed double optimizer step are different code paths." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Checkpoint reload regression vs meta-initialization incompatibility; separate issues." + "reason": "env command issue and Qwen2.5-VL import error are not the same bug." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "StableLm pad_token field regression is model-specific and not the same bug as a generic v5 breakage report." + "reason": "Doc confusion about forward args versus an import error for layer_type_validation." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Qwen3.5 chat crash is a concrete model/runtime bug, not the same underlying issue as the broad umbrella." + "reason": "Placeholder/irrelevant issue versus a Gemma-4 audio positional-encoding bug." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Import-star performance complaint vs missing Qwen3_5 symbol; both import-related but not the same bug." + "reason": "torch.no_grad cache updates and Python version compatibility are unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "sam3 tracker config warning vs Liger kernel application in model_init; unrelated." + "reason": "env command breakage and Python 3.14 load failure are different symptoms and fixes." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Test flakiness from missing seeds vs scheduler kwargs passthrough; unrelated." + "reason": "Scheduler kwargs bug versus unrelated placeholder issue." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Tokenizer save metadata mismatch vs generic bug report placeholder; unrelated." + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not the same concrete bug." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "position_ids buffer access error vs generic bug report placeholder; unrelated." + "reason": "Tensor parallel training bug versus pipeline documentation mismatch." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Import slowdown vs lazy-loading malfunction; related area but not the same bug." + "reason": "Both are import errors, but for different missing exports and different root causes." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "FlashAttention 2 unsupported on Nemotron vs Qwen3-VL bbox output issue; different model and failure." + "reason": "Liger kernel/model_init application is unrelated to FP8 inference on B200." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Broken env command vs inverse_sqrt scheduler kwargs; unrelated." + "reason": "Tensor parallel training bug versus BEiT reduce_labels returning the wrong shape." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Python version compatibility regression vs Qwen3-VL bounding-box issue; unrelated." + "reason": "Processor save_pretrained missing files is too vague to match the unrelated generic bug report." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage; unrelated." + "reason": "Lazy loading regression and missing TensorFlow backend handling are different issues." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "AutoProcessor kwargs passthrough vs scheduler kwargs handling; different components." + "reason": "General Qwen3-VL/Moe problem versus a specific missing tensor-parallel plan." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Import-star performance issue vs missing HybridCache export; different import bugs." + "reason": "Qwen3-VL 2D box output issue versus config type-checking breakage." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Import-star performance issue vs a testing_utils bug; unrelated." + "reason": "Lazy loading malfunction and unsafe sys.modules access are related only loosely, not the same bug." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44373", + "right": "issue:44961", "accept": false, - "reason": "Both are broad v5 regression complaints, but they are not the same concrete bug or code path." + "reason": "Wrong docstring for position_ids versus unrelated placeholder issue." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Qwen3-VL bbox hallucination vs Qwen3.5 MoE from_pretrained error; different models and symptoms." + "reason": "FP8 inference support and a weight conversion-script question are not the same change." }, { - "left": "issue:43874", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "GLM46V image-patch API break vs broad model-breakage report; not the same bug." + "reason": "Both are Qwen3-VL/image related, but one is bbox hallucination/error and the other is an infinite loop on a specific image." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Missing `**kwargs` forwarding vs attention-interface usage; related RoFormer area but distinct fixes." + "reason": "env command failure and old checkpoint reload incompatibility are distinct version regressions." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Python version support issue vs missing Qwen3_5 import; unrelated." + "reason": "Missing pad_token_id in one config is not the same as a broad 'v5 breaks many models' complaint." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "`post_init` policy question vs tied-weights attribute crash; unrelated." + "reason": "Import-star removal/performance work and missing GenerationMixin cache are different fixes." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Generation cache bug vs cache-strategy typo; unrelated." + "reason": "Both concern v5 loading, but one is generic checkpoint reload and the other is remote-code/meta-init incompatibility; not one concrete bug." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Docs still referencing removed pipeline APIs vs inverse_sqrt scheduler kwargs; unrelated." + "reason": "StableLmConfig pad token field regression is specific; the other is a vague umbrella complaint." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Forward doc confusion vs tokenizer loading regression; unrelated." + "reason": "Qwen3.5 chat crash is a specific model bug, not the generic v5-breakage report." }, { "left": "issue:41669", - "right": "issue:44492", + "right": "issue:46218", "accept": false, - "reason": "Import-star performance issue vs cache-strategy typo; unrelated." + "reason": "Import-star cleanup/performance issue versus module import failure for Qwen3_5ForCausalLM." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Liger kernel not applied in model_init vs flash_attention_3 training degeneration; unrelated." + "reason": "sam3 tracker config warning and Liger Kernel application are unrelated." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Broken env command vs lazy-loading malfunction; different problems." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Generic bug report placeholder vs Qwen3.5 MoE from_pretrained error; unrelated." + "reason": "Flash Attention support gating for Nemotron versus Qwen3-VL bbox output errors." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." + "reason": "Slow import sometimes and lazy loading broken are related only at a high level, not the same bug." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied-weights key crash; different code paths." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the generic bug report." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "TF32 settings API guidance vs cache-strategy typo; unrelated." + "reason": "position_ids buffer access error is unrelated to the generic bug report." }, { - "left": "issue:44273", + "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure vs scheduler kwargs bug; unrelated." + "reason": "env command breakage and scheduler kwargs loss do not share a code path." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Broken env command vs missing Qwen3_5 import; both import-related but not the same bug." + "reason": "Python version support regression versus Qwen3-VL bounding-box inference failure." }, { - "left": "issue:43827", - "right": "issue:44492", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Docs referencing removed pipeline APIs vs cache-strategy typo; unrelated." + "reason": "Scheduler parameter handling and config type-checking are unrelated." } ] }, @@ -16663,62 +16636,88 @@ { "label": "issue", "component_index": 1, - "component_count": 21, + "component_count": 20, "review_unit_index": 53, - "review_unit_count": 53, + "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-454", + "cluster_id": "cluster-10000-459", "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:43576", "issue:43606", - "issue:43668", + "issue:43673", "issue:43704", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:44230", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", "issue:44261", "issue:44263", + "issue:44273", + "issue:44315", "issue:44351", + "issue:44360", + "issue:44393", "issue:44485", + "issue:44492", "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", "issue:44861", "issue:44908", - "issue:44998", - "issue:45290", + "issue:45230", + "issue:45278", "issue:45310", + "issue:45341", "issue:45468", + "issue:45478", "issue:45850", "issue:46018", "issue:46095", + "issue:46143", "issue:46144", "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:45278|issue:45850", + "issue:41669|issue:45341", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:46143|issue:46144", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43673|issue:44492", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:42371|issue:44492", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:46018|issue:46172", @@ -16727,9 +16726,9 @@ "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:43298|issue:46095", "issue:43502|issue:43519", "issue:43519|issue:44623", "issue:43519|issue:43704", @@ -16738,345 +16737,559 @@ "issue:44261|issue:45468", "issue:44351|issue:46218", "issue:43352|issue:46218", - "issue:42913|issue:43066", - "issue:44908|issue:44998", - "issue:44861|issue:45290", - "issue:43704|issue:44998", - "issue:43525|issue:44861", - "issue:31515|issue:38617", - "issue:43572|issue:44861", - "issue:43066|issue:44998", - "issue:41669|issue:44998", - "issue:44230|issue:44623", - "issue:44998|issue:46218", - "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" + "issue:42913|issue:43066" ], - "prepared_review_unit_hash": "a56231be6fa3c108c6ba5520d20a79204dd985dca3e4d5e054f9fb1fb7e541d4", + "prepared_review_unit_hash": "bce46756fc02794200c65616d7be0be83ac4f8f3b0e7a8074e86e9a1395ca5da", "component_budget": { - "node_count": 454, - "item_count": 454, - "soft_pair_count": 1677, - "serialized_chars": 868383, - "estimated_input_tokens": 217096, - "estimated_eval_tokens": 434448 + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 }, "budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 47, - "serialized_chars": 38703, - "estimated_input_tokens": 9676, - "estimated_eval_tokens": 19608 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39503, + "estimated_input_tokens": 9876, + "estimated_eval_tokens": 20008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy cluster of unrelated Transformers issues, with a loose theme around v5 regressions/model loading/tokenizer behavior. No soft pair looks like the same concrete bug; the closest umbrella issue is the broad v5-breakage report.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared \"v5 breaks models\" theme, but it is still too vague to be a true duplicate target.", + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers regressions, docs issues, and model-specific bugs, with only a loose theme around v5 loading/import breakages. I don\u2019t see any soft pair that clearly describes the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the best anchor if one must be chosen: it is the broadest concrete report of v5 import/loading breakage. The rest of the set is too mixed to form a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best representative of the loose regression cluster because it is the most general issue covering multiple v5-related breakages.", + "best_issue_reason": "45278 is the most representative issue for the recurring \u2018v5 breaks imports/model loading\u2019 complaints, but it is still only a loose umbrella rather than a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding to cached_file and inverse_sqrt scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* cleanup/performance work is not the same bug as a HybridCache import failure." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Broad v5 breakage complaint and vague 'too many models' report overlap only at a high level, not a single concrete defect." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import* cleanup and a testing_utils typo are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different failures: Qwen3-VL 2D box output vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing GLM46V image-patch API and vague v5 breakage are not the same bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "One is kwargs passthrough, the other is attention interface usage; related area but different defects." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility and a Qwen3_5 import error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _tied_weights_keys AttributeError are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache missing and a cache-strategy typo do not describe the same bug." + }, + { + "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": "Forward-doc confusion and tokenizer loading regression are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-* cleanup is unrelated to a typo in cache strategies." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied in model_init and flash_attention_3 training degeneration are different code-path bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight key handling are different save/model internals." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU omission and Gemma-4 audio positional encoding are unrelated model-specific defects." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not the same as the specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command failure and Qwen3_5 import error are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline docs cleanup and cache-strategy typo do not match." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different bugs in different models: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated code paths." + "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Same model family, but one is gating logic and the other is a tensor transpose/cast issue." + "reason": "Both mention DeepSeek-V4, but shared-expert gating and comb.transpose dtype handling are distinct bugs." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance cleanup vs a VRAM leak are not the same bug." + "reason": "Import-* cleanup and a VRAM leak in dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion is distinct from a tokenizer/model loading regression." + "reason": "Documentation confusion and Llama 3.2 model-loading breakage are not the same issue." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint load slowness is not the same as documentation confusion about forward inputs." + "reason": "Slow checkpoint loading and forward API documentation confusion are different problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Unrelated problems affecting different components and models." + "reason": "VRAM leak and RoPE implementation bug are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model-specific implementation bugs; no shared concrete failure path." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching audio support and a weight-conversion question are different issues." + "reason": "Different models and different positional-encoding bugs; not mergeable as one fix." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5-regression complaint vs a specific import error; not the same underlying bug." + "reason": "Vague v5 breakage complaints and a specific Qwen3_5 import failure are not the same defect." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance is unrelated to a VRAM leak." + "reason": "TF32 settings and VRAM leak are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests and timestamp calculation are different failures." + "reason": "local_files_only still causing requests and timestamp calculation are different loading/processor bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp computation bug vs missing files on save_pretrained." + "reason": "Timestamp calculation and processor.save_pretrained missing files are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp bug and multi-thread VRAM leak are unrelated." + "reason": "Processor timestamp math and VRAM leak are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in one model is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding are different defects." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different code path than Gemma-4 audio encoding." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding are different bugs." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import failures, but for different symbols and likely different causes." + "reason": "Both are import errors, but they involve different missing symbols/models and different fixes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "FlashAttention support limitation is not the same as a missing module import." + "reason": "Flash Attention 2 support error and Qwen3_5 import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is a broad behavior change and the other is a specific decoder-type mismatch." - }, + "reason": "Tokenizer behavior changes and wrong decoder type are both tokenizer-related, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:46018", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", + "issue:44998|issue:46218", + "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": "e76e54d7cce4d42f431358277b1f5dee225c743823ac19b3526f3c873e5dae70", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 27, + "serialized_chars": 23694, + "estimated_input_tokens": 5924, + "estimated_eval_tokens": 12104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a loose collection of unrelated bugs across tokenizers, configs, model implementations, training/runtime behavior, plus one clearly off-topic item. The soft-similarity links are too broad to treat as true duplicates, so no merges are safe here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug has nothing to do with the unrelated issue title." + "reason": "Different topics: lr_scheduler_kwargs/timescale vs an off-topic spam issue. No shared bug or code path." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and chat-template tool-call crash are different failure modes." + "reason": "Unrelated failures: tied-weights helper crash vs chat template/tool-call crash." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak and an unrelated issue title are not duplicates." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to the off-topic issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing config attribute and tied-weight-key AttributeError are different bugs." + "reason": "Different config attribute bug vs tied-weight key handling; not the same defect." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError in configuration_utils." + "reason": "Both involve loading/import behavior, but one is slow checkpoint loading and the other is an ImportError; different root causes." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad token field regression is unrelated to the tied-weight-key crash." + "reason": "Missing pad_token_idx in a model config is unrelated to tied-weight key crashes." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to the other issue." + "reason": "Tokenizer decoder type issue vs off-topic issue; no overlap in underlying bug." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star performance work and an unrelated issue title do not match." + "reason": "Import-star performance problem is unrelated to the off-topic issue." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:44998", + "right": "issue:46218", "accept": false, - "reason": "FP8 support request and processor save_pretrained missing files are different topics." + "reason": "Off-topic issue vs module import failure; not a duplicate set." }, { - "left": "issue:44998", - "right": "issue:46218", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Unrelated issue title versus a specific import error." + "reason": "FP8 inference support request is distinct from missing processor.save_pretrained files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting after failure and checkpoint load speed are unrelated." + "reason": "MLflow job-status reporting bug vs slow from_pretrained checkpoint loading; different code paths." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bug do not share the same code path." + "reason": "Slow checkpoint loading and tensor-parallel training bug are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained regression are distinct." + "reason": "Different Qwen3.5/MoE-related problems: fp8 support request vs from_pretrained error." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Model checkpoint load slowness and tokenizer-loading regression are different bugs." + "reason": "Both mention loading, but one is checkpoint speed and the other tokenizer loading regression; not the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and Qwen3-VL/Qwen3.5 FP8 support are not the same issue." + "reason": "Continuous batching audio support vs FP8 Qwen3-VL/MoE inference support are different feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are separate implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different model bugs." + "reason": "Mask2Former ignore_value bug is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint typo is unrelated to tokenizer regex warning spam." + "reason": "Type-hint problem in ModernBERTConfig vs tokenizer regex warnings; different defects." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "ignore_value usage and loss-kwargs forwarding are separate defects." + "reason": "Mask2Former ignore_value handling and kwargs not reaching loss calculation are not the same bug." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding has no overlap with RoFormer attention interface behavior." + "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value bug is unrelated to tokenizer regex warnings." + "reason": "Mask2Former ignore_value issue does not match tokenizer warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model components and failure modes." + "reason": "Mask2Former ignore_value bug is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling and a typo in quantization_operation are unrelated." + "reason": "Mask2Former label handling issue and a quantization typo are distinct." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss and a config type-hint issue are not the same bug." + "reason": "Loss kwargs propagation bug is unrelated to a type-hint mismatch." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correctness and a typo in conversion code are unrelated." + "reason": "Type-hint issue and quantization typo do not share an underlying code defect." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about whether a norm is RMSNorm is not the same as an incorrect type hint." + "reason": "Question about Llama4TextL2Norm behavior is unrelated to ModernBERTConfig typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value regression and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2Former ignore_value bug and ModernBERTConfig type hint issue are unrelated." } ] }, @@ -17090,7 +17303,7 @@ { "label": "issue", "component_index": 2, - "component_count": 21, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17109,12 +17322,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "9930967f87af198253dc5486120ea2c4a0fabcbc5df9d028520671f4a0cac67f", + "prepared_review_unit_hash": "f935840e8551ab16e8c9596d827d93f7869fc21944720740dbb049e80ba46c86", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2873, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17122,7 +17335,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2873, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17131,30 +17344,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests in different areas (token truncation, learning-rate scheduling, and Wav2Vec2 alignment), so the cluster appears to be a false-positive similarity group rather than a duplicate set.", + "summary": "These three issues are unrelated: one requests truncation from the beginning in tokenization, one asks for ReduceLROnPlateau-like learning-rate scheduling behavior, and one asks for start/end word offsets in Wav2Vec2. None look like duplicates or the same underlying bug/change.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the cluster does not share a single topic or defect; the issues span tokenization, optimization/scheduling, and speech alignment.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #10519 is the strongest standalone issue because it is the most concrete, narrowly scoped feature request with a clear API change request and good specificity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics and code paths: truncation strategy in tokenization vs. word time offsets in Wav2Vec2. No evidence they describe the same underlying bug or change." + "reason": "Different subsystems and requests: token truncation behavior vs Wav2Vec2 word offsets. No common underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality; they target different subsystems and problems." + "reason": "One is about truncation direction in preprocessing; the other is about learning-rate scheduler functionality. They are unrelated." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "One is about learning-rate scheduling, the other about extracting word offsets from Wav2Vec2. They are not the same issue or fix." + "reason": "ReduceLROnPlateau-like scheduling and Wav2Vec2 word timestamp offsets are distinct feature requests with no shared code-path problem." } ] }, @@ -17168,7 +17381,7 @@ { "label": "issue", "component_index": 3, - "component_count": 21, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17186,12 +17399,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "aad7b3b4fbe93527ae4da33e9525a864a016452ad00ca23f37585391ccff72d3", + "prepared_review_unit_hash": "d2cfbb3ec39cebf37c5c5a405a8227edda1ca8890bff373a0bd7180793a74ed0", "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 }, @@ -17199,7 +17412,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17208,24 +17421,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is weakly related at best: one issue is a generic model-loading failure, one is a private-model authentication/error-message problem, and one is unrelated tokenization behavior. I would not merge any pair as duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "issue #16618 is the broadest and most central of the three because it describes a general model-loading failure, whereas #15980 is specifically about private-model auth messaging and #13244 is unrelated.", + "summary": "The three issues do not appear to be duplicates of one another: one is about Tapas tokenization parity, one about a private-model auth/error-message problem, and one about failing to load bert-base-uncased. The only mild overlap is around model loading, but the specific failure modes are different.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 16618 is the broadest model-loading report and the most plausible umbrella candidate, but it still does not match the other issues closely.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative of the cluster only because it is the most general and likely to be the closest anchor for the model-loading side of the discussion.", + "best_issue_reason": "16618 is the most central/general of the three and has the highest discussion activity, so it is the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: TAPAS tokenization discrepancies vs. inability to load bert-base-uncased. No evidence they describe the same bug or fix path." + "reason": "Tokenization parity for Tapas is unrelated to a model-loading failure for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve loading models, but #15980 is specifically about the error shown when accessing a private model while logged out, while #16618 is a generic load failure for a public model. These are not the same underlying issue." + "reason": "Private-model unauthorized-download messaging is a different bug than failing to load a public model." } ] }, @@ -17239,7 +17452,7 @@ { "label": "issue", "component_index": 4, - "component_count": 21, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17255,12 +17468,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "2d2ae72c38c3571fdd57b8d816ca42a983438b9bebb64e357f1d6ee3a8632f83", + "prepared_review_unit_hash": "175ff552e918999ba673e3e8cc8ca8fa2fcf989f1194831d41ea95447192364a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17268,7 +17481,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17277,18 +17490,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different feature requests for different architectures/formats (Flash Attention 2 vs GGUF support), so they are not duplicates and should not be clustered together.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: these requests target different underlying capabilities and do not describe the same bug or change.", + "summary": "These are two separate feature-request issues about different capabilities: Flash Attention 2 support vs GGUF support. They are related only by being community contribution requests, not by the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical representative of the other because they concern separate community contributions with different implementation goals.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature areas and different requested support types; not the same underlying issue." + "reason": "Different requested features for different code paths and architectures; they do not describe the same underlying bug or change, so they should not be merged." } ] }, @@ -17302,70 +17515,7 @@ { "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": "bd884d112def90c7807fab2cf019c0a53ec6f015238ad69418ff2a4ccfa42d6f", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1593, - "estimated_input_tokens": 399, - "estimated_eval_tokens": 1054 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1593, - "estimated_input_tokens": 399, - "estimated_eval_tokens": 1054 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two closed issues are loosely related to training startup problems, but they do not appear to describe the same underlying bug. Issue #26413 is a specific `resume_from_checkpoint` failure with a concrete `epoch_iterator` error, while #31501 is a broader report that FineWeb SLM training does not start without evidence it hits the same code path.", - "confidence": 0.84, - "canonical_issue_reason": "#26413 is the more specific and actionable report: it names the exact failure message and the checkpoint-resume path, making it a better anchor for deduping or tracing the underlying bug.", - "canonical_pr_reason": null, - "best_issue_reason": "#26413 is the best single issue to keep as canonical because it is narrowly scoped and includes the exact error condition; #31501 is too generic to serve as a strong canonical reference.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Do not merge: the first issue is a concrete `resume_from_checkpoint`/`epoch_iterator` bug, while the second only says FineWeb SLM training does not start and does not show the same error, stack trace, or code path." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 6, - "component_count": 21, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17410,195 +17560,195 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "6c24066e4967d4779361031b17ac66e8ae8e873f621f22333b1aff6a3a567bb7", + "prepared_review_unit_hash": "504eabf919691c09f054042f3795f43b00e27202c547ac12e19fd9077786d06d", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a family of translation-request issues, but the concrete language targets differ, so most pairs are only template-similar, not true duplicates. The only clear duplicate sets are the identical generic placeholder issues and the identical Thai-title pair.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43834 is the best duplicate anchor because it sits in the largest exact-text placeholder subgroup and has near-identical matches to 44365 and 44370.", + "summary": "Mostly separate language-specific translation requests. I reject the language-mismatched pairs, and only accept the placeholder-title cluster plus the Thai pair where the visible metadata is highly similar enough to suggest the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 27088 is the most concrete open issue: it names a specific target language and has substantial discussion activity, unlike the generic placeholder-style entries.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest overall issue representative for this cluster: it is concise, closed, and the closest match to multiple same-title duplicates.", + "best_issue_reason": "27088 is the strongest overall issue candidate because it is specific, open, and clearly scoped, while the other issues are either different languages or generic placeholder entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target language; only shares the translation-request template." + "reason": "Both are translation requests, but they target different languages; the shared i18n theme is not enough to call them duplicates." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language; not the same underlying issue." + "reason": "Different language targets; there is no visible evidence they describe the same translation request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic placeholder; template similarity only." + "reason": "A specific Turkish request versus a generic placeholder-style title; the visible metadata does not support a duplicate call." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language-specific translation requests." + "reason": "Turkish vs Romanian translation requests are distinct issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation request; same family, not duplicate." + "reason": "Turkish vs Spanish translation requests are different language-specific tasks." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request does not match the generic placeholder issue." + "reason": "Spanish-specific request versus a generic placeholder entry; not enough evidence of the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different target language; only broad i18n similarity." + "reason": "Different language targets, so these should stay separate unless there is stronger evidence of duplication." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation request; distinct issues." + "reason": "Spanish and Romanian translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different target language; not the same change." + "reason": "Different language targets and no visible sign of the same request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific issue vs generic placeholder; not a duplicate." + "reason": "Romanian-specific request versus a generic placeholder entry; the metadata is similar in form but not the same language request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific issue vs generic placeholder; only template overlap." + "reason": "Romanian-specific request versus a generic placeholder entry; not enough evidence to merge them." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is concrete; placeholder title is broader and not the same issue." + "reason": "A concrete Romanian request and a generic placeholder title are not clearly the same issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different content and language; no evidence of the same underlying request." + "reason": "Different language and title content; the visible metadata does not suggest the same underlying request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different content and language; only superficial similarity." + "reason": "Different language and title content; not a safe duplicate pair." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder title/body pattern; looks like a duplicate report." + "reason": "Same placeholder-style title and very close body lengths, with a very high similarity score; these look like duplicate copies of the same template-style issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Exact same placeholder translation-request issue." + "reason": "Same placeholder title and highly similar metadata, including near-matching body lengths and strong similarity, which is enough to treat them as duplicates." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder vs unrelated Thai-text issue; not the same report." + "reason": "Generic placeholder-style issue versus a Thai-titled issue; the visible metadata does not indicate the same request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder vs unrelated Thai-text issue; not a true duplicate." + "reason": "Generic placeholder-style issue versus a Thai-titled issue; not enough evidence that they are the same issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and near-identical body; duplicate translation-request issue." + "reason": "Identical placeholder title and very similar body lengths, plus a very high similarity score, make this look like the same issue duplicated." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Placeholder issue and Thai-text issue do not describe the same request." + "reason": "Placeholder-style entry versus a Thai-titled issue; the metadata points to different issue contents." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Placeholder issue and Thai-text issue are different underlying reports." + "reason": "Placeholder-style entry versus a Thai-titled issue; not the same underlying request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different content; similarity is only at the broad i18n-template level." + "reason": "Placeholder-style issue and Thai-titled issue are different on the face of the visible metadata." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different content; not the same underlying issue." + "reason": "Placeholder-style issue and Thai-titled issue are different on the face of the visible metadata." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai title/body pattern; clear duplicate." + "reason": "Identical Thai title, matching body length, and a perfect similarity score provide strong evidence these are duplicate entries of the same issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the Turkish/Spanish/Romanian issues are clearly language-specific, while the three placeholder-titled issues and the two Thai-titled issues have very high similarity and are the only plausible duplicate sets. The verdicts are conservative overall. Minor note: describing the placeholder group as \u201cexact-text\u201d is a bit stronger than the evidence; \u201cnear-identical placeholder issues\u201d would be safer." + "accept": false, + "feedback": "The overall direction is reasonable, but a few soft-edge reasons overstate what is visible in the packet. We only have titles, lengths, and similarity scores; there is no body text or structure shown, so claims like \"near-identical body structure,\" \"effectively identical-looking content,\" or \"exact duplicate\" are stronger than the evidence supports. The safer grounding is that the three placeholder-title issues and the two Thai-titled issues are highly similar by metadata, not proven identical. Please tighten those verdict reasons to stay conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 7, - "component_count": 21, + "component_index": 6, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17663,250 +17813,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "af308df122363c1a8c8512a85d11d418ec1a007649ce5dae1924ca8b60894e04", + "prepared_review_unit_hash": "7337d998f7a1e85009273458affc2bcd72d48426d6c91c0179f458fd4e2ed7bb", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21661, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21661, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all distinct model-request issues clustered by broad topical similarity, not true duplicates. The soft links mostly reflect the common pattern of adding new model support in Transformers, but the requested models, modalities, and code paths differ too much to merge.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43671 is the most central hub in this cluster\u2019s similarity graph and the closest thing to a representative request, but it still describes a specific Qwen3-TTS addition rather than an umbrella duplicate.", + "summary": "This is a loose topical cluster of model-add/support requests, not a true duplicate set. The items share request wording and subsystem area, but they target different models, modalities, and underlying implementations.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43837 is the most central representative of the cluster by similarity links, but it is still just one specific model request among many distinct ones.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the best single representative of the cluster by connectivity, but the cluster is too heterogeneous to treat it as a duplicate canonical issue.", + "best_issue_reason": "43837 is the best single issue to represent the cluster\u2019s recurring 'add model support' theme because it sits near the center of the similarity graph.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model-add requests, but EuroBert config support and DEIMv2 are different models and likely different integration paths." + "reason": "Different requested models (EuroBERT vs DEIMv2); same request pattern, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support is unrelated to Qwen3-TTS; different modality and implementation surface." + "reason": "EuroBERT config support and Qwen3-TTS support are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are separate model additions with no indication of the same underlying fix." + "reason": "RF-DETR and EuroBERT are distinct architectures with different integration work." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct vision model requests, not the same code-path problem." + "reason": "RF-DETR and DEIMv2 are separate model requests, not one underlying bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio target different model families and tasks." + "reason": "RF-DETR and LFM2.5 Audio are different model families and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and circuit-sparsity transformer support are unrelated changes despite both being model requests." + "reason": "RF-DETR and circuit-sparsity/circuitgpt are unrelated additions." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and different functionality." + "reason": "RF-DETR and Qwen3-ASR are distinct models; similarity is only at the request-template level." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR detection support and Qwen3-TTS support do not share the same concrete bug or mergeable change." + "reason": "RF-DETR and Qwen3-TTS are different concrete model integrations." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated additions with different model architectures and code paths." + "reason": "NeoBERT and Qwen3-ASR are separate model requests with different implementation needs." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and circuit-sparsity transformer support are different requests, not one fix." + "reason": "NeoBERT and circuit-sparsity/circuitgpt are unrelated model changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are separate model families and tasks." + "reason": "NeoBERT and LFM2.5 Audio target different model types and code paths." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model requests; the similarity is only at the broad 'add model' level." + "reason": "RF-DETR and NeoBERT are different model integrations, not duplicates." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are still separate model integrations, not the same underlying change." + "reason": "NeoBERT and ModernVBERT are distinct model additions despite similar naming." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model families and implementation paths." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparsity transformer support are unrelated additions." + "reason": "MiniCPM3 and circuit-sparsity/circuitgpt are not the same underlying feature." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests; broad family resemblance is not enough." + "reason": "MiniCPM3 and ModernVBERT are separate model-add tasks." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different modalities and code paths." + "reason": "MiniCPM3 and Voxtral-4B-TTS are distinct models and implementation paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + "reason": "ModernVBERT models and Qwen3-ASR are unrelated model integrations." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT support and Qwen3-TTS support do not appear to fix the same issue." + "reason": "ModernVBERT and Qwen3-TTS are different concrete additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; the RoPE BERT-like issue is a broader architectural proposal, not the same change." + "reason": "ModernVBERT models and BERT-like RoPE support are related only broadly, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A BERT-like RoPE architecture request is unrelated to Voxtral TTS support." + "reason": "BERT-like RoPE support and Voxtral-4B-TTS are different requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they target different models and likely different code paths, so they should not be merged." + "reason": "Qwen3-TTS and Qwen3-ASR are closely related by name but still different model integrations and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are both speech-related, but they are different model integrations." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are separate audio model support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and model stacks." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and a weight-sparse transformer request are different changes." + "reason": "Qwen3-TTS and circuit-sparsity/circuitgpt are different underlying changes." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Qwen3-ASR and EUPE are different model requests with no shared code path." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are separate model support requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are separate model integrations." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model integrations, not the same fix." + "reason": "Qwen3-TTS and LFM2.5 Audio are unrelated audio model support requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer support and EUPE are different model proposals." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and circuit-sparsity transformer support do not share a concrete code-path bug." + "reason": "Qwen3-ASR and circuit-sparsity/circuitgpt are unrelated changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech models with distinct support work." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral-4B-TTS are distinct model integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and model families." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are separate model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors/models." + "reason": "EUPE and TIPSv2 are different research models; same broad theme, not the same underlying change." } ] }, @@ -17919,8 +18069,8 @@ }, { "label": "issue", - "component_index": 8, - "component_count": 21, + "component_index": 7, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17936,12 +18086,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "b273ba5f92d7faa254bfa3710ad6c86f400ce6bee24a276b33c64c3a5bf5fe15", + "prepared_review_unit_hash": "0373b5aba99d14bf0487cc28b63c144c3ef3f18b1e19a709744bf9952eec8b99", "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 }, @@ -17949,7 +18099,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -17958,18 +18108,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no evidence they describe the same underlying problem or change.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items cover different domains and neither body/title suggests a duplicate of the other.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the more substantive technical issue, but it is not a representative duplicate of the docs-only Pruna request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and likely different workstreams: documentation/framework listing versus a Vision RoPE refactor. No shared target or code path." + "reason": "Different subjects and problem domains (documentation/framework listing vs model architecture refactor); no shared targets, filenames, or concrete code-path overlap." } ] }, @@ -17982,8 +18132,8 @@ }, { "label": "issue", - "component_index": 9, - "component_count": 21, + "component_index": 8, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17999,7 +18149,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "f8627bfebf65778c6ae19ba35d44d2b5644f6a3998391508c32e136bf538fa4e", + "prepared_review_unit_hash": "8b2f46f37826fb02b844d8c8dbb1930e8c4af57b82d9a95f02e6208565407286", "component_budget": { "node_count": 2, "item_count": 2, @@ -18021,18 +18171,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests set block decoding, while the other requests DeepSeek v3.2 support. They should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items describe different feature requests with no shared concrete bug or change.", + "summary": "These two issues do not look like duplicates: one is a broad request about block decoding, while the other is a specific model-support request for DeepSeek v3.2.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43037 is the better anchor because it is a concrete, user-visible feature request with a specific target; #41084 is more generic and less clearly scoped.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical duplicate target because they are unrelated requests.", + "best_issue_reason": "#43037 is the more suitable standalone issue since it names a precise capability request, whereas #41084 is too broad to serve well as the canonical representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and no overlapping code-path or explicit linkage; this is not the same underlying issue." + "reason": "Different underlying requests: block decoding behavior vs support for a specific model/version. They do not appear to describe the same bug or change." } ] }, @@ -18045,8 +18195,8 @@ }, { "label": "issue", - "component_index": 10, - "component_count": 21, + "component_index": 9, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18062,7 +18212,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1e596dac5cd4071135753035124630e8a82b92a06b26700d391f67a51aafa7d4", + "prepared_review_unit_hash": "5a98482684c443f2b7dde8e1193895860c94fc93550e18a0fe490aadba445caf", "component_budget": { "node_count": 2, "item_count": 2, @@ -18084,18 +18234,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are related to Trainer customizability, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. I would not merge them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #43598 is the better canonical issue only in the sense that it is more specific about a concrete Trainer customization point (`remove_unused_column`), but it does not subsume the FLOPs-estimation problem in #43600.", + "summary": "The two issues are related only at a broad Trainer-customization level, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the more concrete, code-path-specific request and reads like a focused Trainer behavior change rather than a general instrumentation concern.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the clearest representative if one of these must be kept as the main issue because it names a single actionable Trainer behavior rather than a broader custom-trainer concern.", + "best_issue_reason": "Issue #43598 is the strongest standalone issue because it names a specific Trainer knob and a clear customization problem, making it more actionable and likely to anchor related discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They are thematically similar, but the underlying bugs differ: one concerns column removal/customization in Trainer, the other concerns FLOPs estimation for custom trainers. They would not plausibly be fixed by the same change." + "reason": "Different underlying concerns: `remove_unused_column` customizability versus FLOPS estimation for custom trainers. They share the Trainer/custom trainer context but not the same bug or change." } ] }, @@ -18108,8 +18258,8 @@ }, { "label": "issue", - "component_index": 11, - "component_count": 21, + "component_index": 10, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18125,7 +18275,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a8c69871288c8eafcb8318f277988ee52d913fdc5ae606c6bd4d626d97b0391b", + "prepared_review_unit_hash": "e5a1dcdfdb41841739338f331d34c7d749c1fdd1de48acd6a8e5ab42b363be78", "component_budget": { "node_count": 2, "item_count": 2, @@ -18147,18 +18297,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests about Qwen auto-model support, but they target different model families and different AutoModel classes/APIs, so they are not duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "If forced to pick one representative issue, #43684 is broader because it concerns core AutoModel / AutoModelForConditionalGeneration registration rather than a single task head.", + "summary": "These are not duplicates: one asks for Qwen3-Omni auto-registration for generation/model loading, while the other asks for Qwen3.5 sequence-classification support. Different model families and different AutoModel targets.", + "confidence": 0.94, + "canonical_issue_reason": "43684 is the broader, more general support request and is the better representative of the cluster, but it is still distinct from 44405.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the more general request and best represents the cluster\u2019s theme of missing Qwen auto-registration support.", + "best_issue_reason": "43684 is the closest cluster representative because it concerns core AutoModel/AutoModelForConditionalGeneration registration rather than a specific task head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. They involve different model families and different auto-class paths." + "reason": "Different underlying changes: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Not the same bug or patch." } ] }, @@ -18171,8 +18321,8 @@ }, { "label": "issue", - "component_index": 12, - "component_count": 21, + "component_index": 11, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18195,12 +18345,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "04cdf1642e25b3691a602818f8f35bea0ef1338202fcdeb2d02429b084d2cf3e", + "prepared_review_unit_hash": "887753543e19f593e61bcea3313ce5c5ff94f7e55c61e3956b799f3061e887ef", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -18208,7 +18358,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -18217,48 +18367,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-information issue noise: one unrelated title ('Fett') and three near-duplicate issues with the generic title 'huggingface ' but no substantive body details. There isn\u2019t enough evidence to conclude they describe the same underlying bug, so no soft merges are justified.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43845 is the best representative of the generic 'huggingface ' subgroup because it is the earliest of the near-identical issues and has the clearest overlap in title, but the lack of descriptive content makes it only a weak canonical choice.", + "summary": "The cluster mostly contains low-information issues with repeated title text. Three issues share the same title, but there isn\u2019t enough concrete description to confirm they are the same bug; the remaining issue ('Fett') looks unrelated.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 43845 is the best canonical anchor: it is one of the repeated 'huggingface' reports, appears earliest among that group, and has slightly more body content than 43859.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the most suitable cluster representative by default: it is one of the repeated generic-title issues and appears earliest among the closest matches. Still, the signal is too thin to treat it as a true duplicate anchor with confidence.", + "best_issue_reason": "43845 is the strongest representative of the cluster because it matches the repeated title pattern and is the earliest/most substantial of the similar issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body details or explicit links; 'Fett' is not enough evidence to match the generic 'huggingface' issue." + "reason": "Different titles and no shared concrete problem details; not enough evidence that these are the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no substantive descriptions; cannot establish the same underlying problem." + "reason": "Different titles and no substantive description tying them to the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no evidence beyond weak textual similarity." + "reason": "Different titles and no concrete overlap beyond being in the same cluster." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Both have the same generic title, but there is no issue description or target to confirm they report the same bug; title-only similarity is too weak." + "reason": "Same short title, but no meaningful description or issue target to confirm they are the same bug; too little evidence to merge." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Identical generic title alone is insufficient to prove the same underlying issue." + "reason": "Shared title text alone is insufficient; the bodies are too sparse to verify the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same generic title, but no concrete bug details, targets, or references to support deduplication." + "reason": "Shared title text alone is insufficient; no concrete bug details are available to justify treating them as duplicates." } ] }, @@ -18271,8 +18421,8 @@ }, { "label": "issue", - "component_index": 13, - "component_count": 21, + "component_index": 12, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18299,7 +18449,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "d1febf226ef3c75891228b7ea0eb90bd9112136fbf7bb3a3e31c890ff2036183", + "prepared_review_unit_hash": "d0fdf18387fd90044b90771c308833b052ce460b3dd9648d1c869382bea8bf62", "component_budget": { "node_count": 5, "item_count": 5, @@ -18321,83 +18471,80 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly spam/placeholder issues with one unrelated documentation suggestion and one unrelated brand query. The only plausible duplicates are the exact '' issues; the rest do not look like the same underlying report.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44371 is the earliest exact '' report and is the best representative of the repeated spam subgroup.", + "summary": "No convincing duplicate cluster here: the items are low-information spam/doc-suggestion issues with unrelated titles and no shared issue targets or filenames. Treat them as separate reports.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the cleanest cluster representative: earliest, exact match to the repeated spam title, and no evidence of a distinct substantive bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Same exact '' title and same minimal body size; looks like repeated placeholder/spam content rather than a different issue." + "accept": false, + "reason": "Both are generic spam-like issues, but there is no evidence they describe the same underlying problem." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Same exact '' title and same minimal body size; likely the same spam artifact." + "accept": false, + "reason": "Same as above: identical low-information formatting is not enough to establish a duplicate." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is '' and the other is a documentation enhancement suggestion; no sign of the same underlying issue." + "reason": "One is spam, the other is a documentation suggestion; these do not look like the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' does not match the 'Check out \"Google LLC\"' topic; no shared bug/change context." + "reason": "Completely different titles and no shared technical context." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement vs. spam placeholder; these do not describe the same change or bug." + "reason": "A documentation enhancement request and a spam placeholder are unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement vs. spam placeholder; insufficient overlap for duplicate status." + "reason": "No shared underlying bug or change is apparent." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Exact same '' title and same minimal body size; appears to be the same repeated spam report." + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete evidence they refer to the same report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated Google LLC query; not the same underlying issue." + "reason": "Generic spam versus a specific quoted-title issue; not the same underlying topic." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated Google LLC query; no concrete common issue." + "reason": "No substantive overlap beyond being unrelated closed issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: three items share the exact '' title, while the other two clearly have different titles. The conservative rejections for the non-spam pairs are appropriate. The only soft edge that matters among the spam items is reasonably supported by the exact title match and similar minimal metadata, and the overall wording does not overstate 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 }, { "label": "issue", - "component_index": 14, - "component_count": 21, + "component_index": 13, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18413,12 +18560,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "1fad42fff726e392955cd6a05d13ca12243628c2ee8534cc630a3cf42e94d336", + "prepared_review_unit_hash": "90905a85d6e298d60b2eca35be83c1cc75273c1f923edab09fa0299279dba4f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18426,7 +18573,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18435,35 +18582,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-identical duplicates: same title, very similar body length, same day, and no distinguishing links or targets. Issue #45145 is the better canonical issue because it was opened first and already has an inbound reference.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, so it is the best deduplication target for this duplicate pair.", + "summary": "The two closed issues are likely duplicates: they have identical titles and a soft-similarity signal, with #45145 appearing to be the better canonical target because it was opened first and already has an inbound reference. The evidence does not support a stronger claim than likely duplication.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the earlier issue and has an inbound reference, so it is the better canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative of the underlying report because it predates #45151 and appears to be the same issue content.", + "best_issue_reason": "#45145 is the best representative issue because it is older and already referenced inbound.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and essentially the same issue report; no evidence of different scope or distinct bugs." + "reason": "Identical titles and the soft-similarity signal make these look like the same underlying issue report, though the evidence is limited." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The deduplication call is well grounded: the issues have identical titles, very similar body sizes, are from the same day, and only #45145 has an inbound reference, so it is a reasonable canonical target. The only caution is to keep phrasing slightly more conservative than \"same issue content\"\u2014\"highly similar\" or \"near-duplicate\" would match the evidence more tightly." + "accept": false, + "feedback": "The duplicate/canonical call is plausible, but the summary and soft-edge reason overstate the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not support claims of an \"exact same\" proposal or \"near-identical bodies.\" Keep the canonical preference for #45145 as the earlier issue with an inbound reference, but tone down the duplicate certainty and body-content claims." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 15, - "component_count": 21, + "component_index": 14, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18516,8 +18663,8 @@ }, { "label": "issue", - "component_index": 16, - "component_count": 21, + "component_index": 15, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18533,7 +18680,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "874fb2da29c79db5927dc83defe556f3add3db6e7f63bcbae0aa2d0e8769417d", + "prepared_review_unit_hash": "0303233f2a9845a40240472897a189998045c2106fb0002a18d1df580e371f20", "component_budget": { "node_count": 2, "item_count": 2, @@ -18555,18 +18702,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues both mention 4-bit inference, but they describe different bugs and failure paths: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError. They should not be deduplicated.", + "summary": "Both items are closed issues about 4-bit inference, but they describe different failure modes and code paths: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig bug where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError.", "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the reports point to different underlying code paths and distinct failures.", + "canonical_issue_reason": "issue 45672 is a clean, specific bug report with a narrow symptom and context (Gemma4 audio modules, uint8 weights, NF4 inference), making it a good representative issue for its distinct failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the clearer representative issue because it isolates a specific BitsAndBytesConfig regression with a direct, actionable failure mode.", + "best_issue_reason": "issue 45672 is the better canonical choice because it is more concrete and self-contained; issue 45674 is a separate configuration bug in a different part of the 4-bit inference flow.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different root causes: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion regression." + "reason": "Reject: these are not the same underlying bug. 45672 is a torch.finfo TypeError on uint8 weights in audio modules, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion in BitsAndBytesConfig." } ] }, @@ -18579,8 +18726,8 @@ }, { "label": "issue", - "component_index": 17, - "component_count": 21, + "component_index": 16, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18596,7 +18743,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "f8e19ada93e39a2be5deaefe7d1f739f291f6ddda0f373954fa224800ba95a71", + "prepared_review_unit_hash": "f8ad3ab02578b611f651fc009cf3a76fafa9d90f3f06979335ebea64750231bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -18618,7 +18765,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates of a bug or feature request; they are unrelated name/date entries with no discussion, links, or shared technical context. The soft similarity is purely lexical and not enough to cluster them as the same underlying issue.", + "summary": "The two closed issues are not duplicates; they are unrelated personal-name/date entries with no shared problem description, references, or evidence of the same underlying bug.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18629,7 +18776,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles are just different personal-name/date strings with no evidence of a shared problem, code path, or issue target." + "reason": "Reject: these look like two separate, unrelated issues with only weak textual similarity in names/dates; there is no indication they report the same bug or request." } ] }, @@ -18642,8 +18789,8 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 21, + "component_index": 17, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18659,40 +18806,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "e0ffba5b6fe59f66dc2d02c260b3f75a6da4391d0e2067faec2a62682960a65a", + "prepared_review_unit_hash": "a283a6752b28dbf5adc6ffe1095f850570a0e48426d7e362e38951b9ca4b9e37", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "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 issues are just separate name/date entries with no technical content or shared context, so they do not look like duplicates of the same underlying bug or task.", + "summary": "The two closed issues are not duplicates: their titles are unrelated personal-name/date strings, with no body or linking evidence suggesting the same underlying problem. They look more like isolated placeholder/spam reports than a shared bug or task.", "confidence": 0.98, - "canonical_issue_reason": "Neither issue has any body, target, or technical description; there is no basis to treat one as canonical for a shared defect.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is meaningfully better as a canonical representative, since both are empty and unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and dates; no evidence they describe the same underlying problem or change." + "reason": "No substantive overlap beyond both being sparse closed issues; the titles reference different people and different dates, with no shared codepath, description, or explicit linkage." } ] }, @@ -18705,8 +18852,8 @@ }, { "label": "issue", - "component_index": 19, - "component_count": 21, + "component_index": 18, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18722,7 +18869,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "382815c7d4f230bcd927ec820873defcd029affef242fe57d717bd6f73152ce9", + "prepared_review_unit_hash": "07f5dd908ff814bbbfeb574de0214ba502bd640508a5b70ed612d056a48d9aaf", "component_budget": { "node_count": 2, "item_count": 2, @@ -18744,18 +18891,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value-model use, while the other requests FP8 training support. They target different features and code paths.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the issues describe different feature requests with no overlapping implementation target.", + "summary": "These two open issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if forced to pick a representative, #45810 is the more specific code/API request, but there is no true canonical duplicate here.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduplication; both are independent requests rather than duplicate reports of the same problem.", + "best_issue_reason": "Issue #45810 is the more concrete product request and is easier to route to the right model/API area; #46295 is a separate training-capability request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model-class addition for token classification versus FP8 training support. They do not appear to describe the same bug or change." + "reason": "Different requests in different areas: adding a Qwen token-classification model class vs. enabling FP8 training. No shared bug or implementation path." } ] }, @@ -18768,8 +18915,8 @@ }, { "label": "issue", - "component_index": 20, - "component_count": 21, + "component_index": 19, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18795,12 +18942,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "031ecdfa6f336bd20465c81faf96c4184f0b43696668cfcfbff9368766466212", + "prepared_review_unit_hash": "71df1866659621e88b88e4701a8eb15bb81b832b3ef456e51f5321799cdf7c99", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18808,7 +18955,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18817,77 +18964,77 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two likely same-title duplicate issue pairs, 45870/45871 and 45872/45873, plus one distinct issue, 45869. The duplicate evidence is strong from identical titles and matching body lengths, but the bodies are not shown, so these should be treated as likely duplicates rather than proven exact duplicates.", + "summary": "This cluster is not one single duplicate set; it splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. The dataset/sample issue 45869 is only loosely related by topic and should stay separate.", "confidence": 0.89, - "canonical_issue_reason": "Issue 45870 is the best canonical candidate for the \"Example: Financial time series prediction with DataForge\" pair because it is the earliest same-title issue and matches 45871 in the available metadata; the body text is not shown, so this is a likely duplicate pair rather than a proven exact duplicate.", + "canonical_issue_reason": "Issue 45872 is the strongest anchor because it is the more specific, better-substantiated request and has an exact duplicate in 45873. The cluster overall contains two separate duplicate subgroups, but 45872/45873 looks like the best representative pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the best overall representative for the cluster because it anchors one of the two clear same-title duplicate pairs, while 45869 is distinct and 45872/45873 form a separate pair.", + "best_issue_reason": "45872 is the best issue to keep as the representative issue because it is a clear duplicate pair with 45873 and is more specific than the shorter example/prediction pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different subject matter: a dataset bundle listing versus a DataForge example issue; related financial theme, but not the same underlying request." + "reason": "Related financial/data theme, but one is a dataset sample and the other is an example/prediction request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869/45870: the dataset bundle issue is distinct from the DataForge example issue." + "reason": "Dataset/sample request is distinct from the example/prediction request despite shared finance wording." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Strong same-title pair with matching body length and close timestamps; likely the same issue, though the full body text is not shown." + "reason": "Exact title match and highly similar metadata; these are the same issue request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge themed, but they describe different concrete requests: an example prediction issue versus a scraping-service issue." + "reason": "Both mention DataForge and finance, but one is an example/prediction request while the other is a scraping-service request; different change/issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete topic and request scope; not safe to merge as duplicates." + "reason": "Different underlying request: example/prediction versus scraping-service integration." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Only broad domain overlap; these appear to be different requests." + "reason": "Same mismatch as 45870/45872: related topic, but not the same concrete request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete issue type and scope; not the same underlying change/request." + "reason": "Same mismatch as 45870/45873: different requested outcome." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Strong same-title pair with matching body length and close timestamps; likely the same issue, though the full body text is not shown." + "reason": "Exact title match and matching issue framing; these are duplicates of the same request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster split is reasonable, but the writeup overstates the evidence in a few places. The packet supports strong same-title duplicate candidates for 45870/45871 and 45872/45873, but it does not prove they are exact duplicates because the issue bodies are not shown. Please soften wording like \"exact duplicate\" to \"likely duplicate\" or \"same-title pair.\" The note that 45869 is distinct from the other two pairs is grounded and conservative." + "accept": true, + "feedback": "Grounded overall. The two accepted duplicate pairs are well supported by identical titles and matching metadata, and the non-duplicate verdicts stay conservative given only soft similarity. The only minor concern is a bit of rhetorical overreach in the canonical issue reason, but not enough to overturn the cluster read." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 21, - "component_count": 21, + "component_index": 20, + "component_count": 20, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18903,46 +19050,49 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "007326c3d5ffd68d370e790042d5464ebc5811b4e6f7e855c17e8320d81a24b2", + "prepared_review_unit_hash": "33b7d7b7ee2ae9a625563abd39b783645ec50a13f60148af9925a9026ef629b9", "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 point at static-cache problems involving linear-attention, but they describe different failure modes: one is a shape corruption/RuntimeError during early initialization, the other is a Qwen3.5-specific KeyError for `linear_attention`. Similar subsystem, but not enough evidence they are the same underlying bug.", - "confidence": 0.64, - "canonical_issue_reason": "Issue #46439 is the better representative because it states the likely root-cause area more generally (`early_initialization` + linear-attention corruption) rather than a single model-specific crash.", + "summary": "The two issues are plausibly related because both involve `cache_implementation=\"static\"` and a failure in the linear-attention path, but the available evidence is too thin to treat 46441 as a confirmed manifestation of 46439. With only title-level overlap and no shared targets, filenames, or body-confirmed root cause, the duplicate link should stay conservative.", + "confidence": 0.62, + "canonical_issue_reason": "46439 is the better canonical issue because it describes the broader defect class in static-cache early initialization and the linear-attention shape corruption, rather than a model-specific crash symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46439 is the strongest single tracker for the shared static-cache/linear-attention failure mode; #46441 is narrower and appears to be one manifestation rather than the same exact bug.", + "best_issue_reason": "46439 is the strongest issue to keep as the primary target since it captures the underlying code-path problem more generally than 46441.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related subsystem, but the reported symptoms and errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`), and there is no concrete evidence they share the same underlying code-path bug." + "reason": "Plausibly overlapping static-cache/linear-attention failures, but the record only provides soft similarity and no shared targets, filenames, or explicit root-cause confirmation. That is not enough to say 46441 is a specific manifestation of 46439." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The verdict is too strong for the packet. The only evidence provided for the pair is `soft_similarity` with no shared targets or filenames, and the titles alone do not establish that 46441 is caused by the broader defect in 46439. Please keep this conservative: say they are plausibly related or overlapping, not that 46441 is a specific manifestation of 46439. The accept on the soft pair should be rejected or downgraded unless the bodies explicitly confirm the same root cause." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18958,7 +19108,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-15", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -18973,7 +19123,8 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46267" + "pull_request:46267", + "pull_request:46495" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -18988,162 +19139,169 @@ "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46495", "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:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "2cbe3226ad2c4ff0d86d5cf684d42dc128f19b4318ca0707b5323584dcda8640", + "prepared_review_unit_hash": "52ceadf2a2caed291e3e44542023a6a0ef79d817251052c10fb1dbd40e6a7261", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 19, - "serialized_chars": 38083, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40462, + "estimated_input_tokens": 10116, + "estimated_eval_tokens": 20488 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 19, - "serialized_chars": 38083, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40462, + "estimated_input_tokens": 10116, + "estimated_eval_tokens": 20488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which both add `weight`/`label_smoothing` forwarding to `nn.functional.cross_entropy`. The rest touch different models/features and should stay separate.", - "confidence": 0.94, + "summary": "This cluster is almost entirely unrelated open PRs; the only true duplicate-like pair is the two `fixed_cross_entropy` fixes. PR #43251 is the best canonical representative because it directly and more completely addresses the shared loss-kwargs bug and links the tracking issue.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate pair: it has the explicit issue link to #43240, a fuller description, and the same core code change as #43254.", + "canonical_pr_reason": "#43251 is the clearest canonical PR: it targets the actual `fixed_cross_entropy` bug, has the explicit issue link (#43240), and includes the substantive API fix (`weight`/`label_smoothing` forwarding) plus test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative of the real duplicate set because it directly targets the tracked bug (#43240) and contains the more clearly scoped fix.", + "best_pr_reason": "#43251 is the best overall PR for the cluster because it is the only one that cleanly matches the shared underlying defect and is the most complete/maintainable fix among the duplicate pair.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated model-addition PR vs. ExecuTorch test-only change; no shared code-path bug/change." + "reason": "Both are PRs, but they are about different features: VideoPrism model support vs ExecuTorch dynamic-shape export tests." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method addition and export-shape test are different changes in different areas." + "reason": "Mistral tokenizer methods vs ExecuTorch export tests; no shared concrete code-path bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method fixes and MobileLLM model addition are unrelated." + "reason": "Mistral tokenizer API additions and MobileLLM model addition are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and MobileLLM model implementation do not fix the same problem." + "reason": "AudioFlamingo3 processor robustness vs MobileLLM model implementation; different code paths and goals." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs forwarding is unrelated to adding MobileLLM." + "reason": "Loss-function kwargs forwarding vs adding MobileLLM; only superficial PR similarity." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwarg forwarding and Mistral4 test fixes are different code paths." + "reason": "Cross-entropy kwargs fix and Mistral4 test fixes are unrelated changes in different subsystems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape tests are not the same change as Mistral4 test fixes." + "reason": "ExecuTorch export test additions vs Mistral4 test fixes; no shared underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export tests and MobileLLM model addition are unrelated." + "reason": "ExecuTorch exportability tests and MobileLLM model addition are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and config-resolution fix address different problems." + "reason": "New MobileLLM model files vs fixing `cls.config` resolution order; unrelated code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." + "reason": "MobileLLM implementation vs Falcon output-collection refactor; different model families and problems." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill files are unrelated." + "reason": "Falcon refactor and model-creation skill are completely different changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor and Mistral4 test fixes do not share a concrete bug." + "reason": "Falcon standardized output refactor vs Mistral4 tests; not the same concrete bug or change." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:46495", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` rename mapping are separate issues." + "reason": "Mistral4 test fixes vs BLT beam-search/history-input device handling; different model-specific issues." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes and chat-response parsing updates are unrelated." + "reason": "Mistral4 tests and `layrnorm`->`layernorm` renaming are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test work and TDT loss kernel integration are different changes." + "reason": "Mistral4 test updates vs chat parsing/serve pipeline changes; no shared code-path problem." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and `cls.config` resolution order fix are unrelated." + "reason": "Mistral4 tests vs TDT loss kernel integration; different functionality entirely." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and the model-creation skill do not fix the same underlying problem." + "reason": "Mistral4 tests and model-creation skill content are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Model implementation PR and repository skill scaffolding are unrelated." + "reason": "MobileLLM model addition vs repo skill/documentation tooling; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests do not overlap with the `cls.config` resolution-order fix." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch `fixed_cross_entropy` in the same way to forward supported kwargs (`weight`, `label_smoothing`) to `nn.functional.cross_entropy`." + "reason": "These are the same underlying `fixed_cross_entropy` fix: both forward supported kwargs to `nn.functional.cross_entropy` for issue #43240, differing mainly in signature/style and completeness." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet. The only clearly mergeable duplicate-like pair is #43251/#43254: both modify `src/transformers/loss/loss_utils.py`, share issue target #43240, and forward the same supported kwargs to `nn.functional.cross_entropy`. The remaining pair rejections are conservative and consistent with the diffs; no soft-edge verdict overstates evidence." + "feedback": "The summary is grounded in the packet: nearly all pairs are clearly unrelated, and the only accepted duplicate-like pair (#43251/#43254) is supported by the shared `src/transformers/loss/loss_utils.py` change and the shared issue target #43240. The canonical PR choice is conservative and justified by the more complete fix plus explicit issue link. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -19172,7 +19330,7 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "45573be082820887ff6369ccb4ab7e55f6e31fb8198f7003f42261070d6856de", + "prepared_review_unit_hash": "ecd09f1c6aafa1b1350ff6dc69e28de42f8161193b014e8b26969238e4fc7fb1", "component_budget": { "node_count": 3, "item_count": 3, @@ -19194,24 +19352,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR implements core VibeVoice, another adds a separate VibeVoice Realtime feature set, and the third is a different Parakeet-RNNT change. The shared auto-registry/docs touches are too broad to merge as one underlying fix/change.", - "confidence": 0.82, + "summary": "These are not duplicates of one another: PR 40546 adds the base VibeVoice model, PR 42781 adds a VibeVoice Realtime variant plus acoustic tokenizer, and PR 46331 adds Parakeet-RNNT. The shared files are mostly auto-registration/docs scaffolding rather than the same concrete code change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the cleaner core VibeVoice implementation and has substantial review activity; the other VibeVoice PR is a distinct realtime extension rather than the same change.", + "canonical_pr_reason": "No issue is present; among the PRs, 40546 is the cleanest canonical representative because it is the core VibeVoice implementation, while 42781 is a broader realtime extension and 46331 is unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the most merge-ready representative of the cluster because it targets the base VibeVoice implementation directly and is more mature than the draft realtime PR.", + "best_pr_reason": "PR 40546 is the best representative of the cluster\u2019s main theme because it introduces the foundational VibeVoice model with a focused code footprint. PR 42781 expands into a separate realtime/acoustic-tokenizer feature set, and PR 46331 targets a different model family entirely.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They overlap on VibeVoice files, but 40546 is the base model implementation while 42781 is a separate realtime/acoustic-tokenizer extension. Same family, not the same concrete code-path change." + "reason": "Both are VibeVoice-related, but 40546 is the base model implementation while 42781 is a distinct VibeVoice Realtime feature set with additional acoustic-tokenizer work; they are not the same concrete change and would not plausibly merge into one PR." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different model families and different changes; the shared auto-registration edits are incidental and not evidence of the same underlying bug or feature." + "reason": "These target different model families and different code paths. The overlap is limited to shared Transformers registration/docs plumbing, which is not enough to treat them as the same underlying bug or change." } ] }, @@ -19241,7 +19399,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "da9afe54a6a87bd9b9c31ac1103e889054524e79553a2fe4ef2f1957d0ad4389", + "prepared_review_unit_hash": "3c21b57b5eca2dfd8fc9f7bf6030e76132271a09748f509c50d1532399f63ca3", "component_budget": { "node_count": 2, "item_count": 2, @@ -19263,18 +19421,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated feature PRs: one adds TimesFM forecasting with covariates, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change, so they should not be deduplicated.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not describe the same underlying change and should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #41224 is the better canonical PR for this cluster because it is a concrete, self-contained feature addition with broader implementation changes and more review activity, making it the more representative item among the two unrelated PRs.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #41224 is the strongest representative of the set: it adds a specific DINOv3 image-classification capability with corresponding code and tests, whereas the TimesFM PR targets a separate forecasting feature in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different code paths: TimesFM covariate forecasting vs. DINOv3 image-classification support. They are separate feature additions, not the same underlying change." + "reason": "Different underlying changes in different models and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not mergeable into one PR and are not duplicates." } ] }, @@ -19369,12 +19527,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "1bf4e804eafd1626c0847f3651f00d6ae949e903c1cb5bd8fe92dfdf18b39194", + "prepared_review_unit_hash": "73619e00a5c69dafc5945448b0ea223d7cf0502022bb86ccc84d099dde29668e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19382,7 +19540,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19391,24 +19549,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-onboarding changes (DeepSeek OCR, Isaac, Kimi2-6). They share generic scaffold files like auto mappings and docs, but they do not fix the same code path or represent a single mergeable change.", - "confidence": 0.97, + "summary": "All three items are unrelated model-onboarding pull requests. They share Transformers boilerplate and auto-registry/docs files, but each adds a different model family (DeepSeek OCR, Isaac, Kimi2-6) with distinct codepaths and assets.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45630 is the most substantial and latest model-addition PR in the set, with broad model/auto-mapping updates and the highest review activity, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": "PR #45630 (Kimi2-6) is the strongest representative of the cluster: it has the broadest integration footprint and by far the most review activity, making it the best cluster anchor despite not being duplicate-related to the others.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45630 is the strongest representative of the cluster because it is a full model integration rather than a smaller scaffold-only addition, and it appears most complete among the three.", + "best_pr_reason": "PR #45630 is the most complete and actively reviewed of the three model-addition PRs, so it's the best single representative for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations (DeepSeek OCR vs Isaac); shared framework files are expected in separate onboarding PRs and do not indicate the same underlying bug/change." + "reason": "Both are generic new-model integrations, but they add different models with different configs, processors, and implementations. Shared files are only standard auto-registry/docs scaffolding, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations (Isaac vs Kimi2-6); overlap is only in common auto/docs infrastructure, not a shared concrete code-path fix." + "reason": "Isaac and Kimi2-6 are distinct model additions. The overlap is limited to common Transformers registration and documentation plumbing, so these are not the same code-path fix/change and should not be merged as duplicates." } ] }, @@ -19438,7 +19596,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "d3d2c64967be650fa4624c500a9418d6dfd0c7f2cb27575e83c3ccc1c5d581db", + "prepared_review_unit_hash": "02adde08c72e7fba72c8bc74fffb6e44b93ca82f69a58792436b74b18cded12e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19460,18 +19618,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different problems: Node 24 compatibility for workflow actions vs upgrading docker/build-push-action and a few other actions. They overlap in affected workflows, but not in the same concrete fix.", - "confidence": 0.91, + "summary": "These are related workflow-maintenance PRs, but they target different concrete upgrades: one is specifically for Node 24 compatibility across GitHub Actions, while the other broadly bumps action versions, including docker/build-push-action. They are not the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because its title and diff clearly describe a specific platform-wide migration: upgrading workflow actions for Node 24 compatibility. It is more clearly scoped and central than the more generic latest-version bump in 42976.", + "canonical_pr_reason": "PR 42975 is the more focused change set: it has a clear, specific goal (Node 24 compatibility) and a tighter scope across workflow action version bumps.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest overall PR candidate because it has a single explicit compatibility goal and touches many workflow action references consistently. PR 42976 is more of a generic version refresh and is less clearly tied to one underlying bug/change.", + "best_pr_reason": "PR 42975 is the best representative of the cluster because its intent is explicit and narrowly defined, making it the cleaner canonical artifact among the two.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: these are not the same underlying change. 42975 upgrades several GitHub Actions specifically for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and related actions to newer versions. Shared workflows alone are not enough to merge them into one PR." + "reason": "Related action-version maintenance, but not the same bug/change: 42975 is about Node 24 compatibility, while 42976 upgrades different actions to latest versions, notably docker/build-push-action v6. They could coexist in separate PRs rather than be merged as duplicates." } ] }, @@ -19508,7 +19666,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "de331b8cfff285c23c16ee3307051c5673bf1ad539c53fa68a12318b50d36377", + "prepared_review_unit_hash": "d4bda64b20444b7be1dd6a8dfe1de26dbfaf5665d299844901e789b06224b7e2", "component_budget": { "node_count": 4, "item_count": 4, @@ -19530,48 +19688,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four independent model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). The shared files are mostly generic registry/docs boilerplate, not the same underlying bug or code-path change, so no soft pair should be merged. If one representative is needed, Molmo2 is the strongest due to its broad scope and highest review activity.", - "confidence": 0.96, + "summary": "All four PRs are separate model-integration changes for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is only in shared boilerplate files like docs, auto-mappings, and package registration, so none of the soft pairs look like true duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 is the best representative: it is the most actively reviewed and spans the broadest model integration surface (modeling, processing, video processing, auto-mapping, tests, docs).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest standalone PR in the cluster because it has the most discussion/review activity and the most complete implementation footprint among the four model-addition PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared auto/doc files are boilerplate and do not indicate the same fix or mergeable change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry files are generic integration boilerplate, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model integrations; they touch similar registration paths only because all model PRs do. Not the same underlying change." + "reason": "ViT NEPA and Molmo2 are unrelated architectures with different codepaths; similarity is only from shared framework registration and docs." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are separate model-family additions with different implementation code paths; overlap is limited to generic model registration/docs." + "reason": "Completely different model families (ViT NEPA vs CTSM); no evidence they fix or add the same concrete code path." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model implementations/release lines, not the same concrete bug or code-path fix, despite superficial similarity." + "reason": "Molmo and Molmo2 are distinct model families, and the shared files are expected new-model scaffolding rather than a duplicate change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions. The shared files are generic auto-mapping/toctree updates, which are not enough to merge them." + "reason": "Molmo vs CTSM are unrelated model integrations; overlap in auto/model registration does not make them duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model integrations with different code paths and test surfaces; this is only broad subsystem similarity, not duplicate work." + "reason": "Molmo2 and CTSM are separate model additions with different functionality; shared boilerplate edits are not enough to merge them." } ] }, @@ -19608,70 +19766,70 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "f8a416cc7894c5f65ca439493dcda2e4512f41adb953fcdf996e101ae8d4fd9d", + "prepared_review_unit_hash": "d5507072d9a5a5f478e5ced9d900b7140f063c452c85d9f53399cb094f1bd206", "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": "These PRs are superficially similar because several touch tests or Whisper-adjacent code, but they target different bugs and changes: synthetic test failures, Whisper decoding tests, FP8 dequantization, and generation-config watermarking validation.", - "confidence": 0.31, + "summary": "No duplicate cluster here: the four PRs address different code paths and bug classes. 43291 is a Whisper tokenizer decode/test fix, 44815 is an FP8 dequant/loading fix, 46380 fixes watermarking config validation, and 43665 looks like unrelated test noise.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the strongest standalone fix: it addresses a concrete validation bug in generation config handling and includes related test updates, making it the most representative substantive change in this set.", + "canonical_pr_reason": "No single canonical PR for deduping; the PRs are materially unrelated and should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the best single PR to keep because it has a clear code-path fix rather than only test churn, and its change is more self-contained than the broader FP8/model-loading refactor in 44815.", + "best_pr_reason": "PR 46380 is the strongest standalone fix: it patches a concrete runtime validation bug by converting dict watermarking configs before validation, with a clear code-path impact.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "43291 fixes Whisper tokenization/decode behavior; 43665 is just failing test edits in CLIP/ViT. Same broad area of tests, but not the same underlying bug or change." + "reason": "Whisper tokenizer decode behavior vs. unrelated CLIP/ViT test edits; different subsystems and no shared concrete bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "43291 is Whisper decode logic; 44815 is FP8 dequant/model-loading work. No shared concrete code-path problem." + "reason": "Whisper decoding fix and FP8 dequant/loading fix are unrelated changes in different areas of the library." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both mention Whisper-related files, but 43291 is a tokenizer decode fix while 46380 is generation-config watermarking validation. Different bug classes and merge targets." + "reason": "One is a Whisper tokenizer/test fix; the other is generation watermarking validation. Same repo, different bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is synthetic test breakage across vision models; 44815 is a substantive quantization/loading fix. Shared tests do not make them duplicates." + "reason": "Synthetic-looking test assertions in vision tests do not match the FP8 dequant/loading bug in 44815." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "43665 only injects failing assertions in tests, while 46380 changes generation config validation. No common underlying fix." + "reason": "Unrelated test-only edits versus a generation config runtime fix; not the same underlying change." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "44815 fixes Triton/FP8 dequant behavior; 46380 fixes watermarking config validation. Distinct subsystems and bugs." + "reason": "Both are substantive, but they fix different concrete runtime problems in different subsystems and would not merge into one PR." } ] }, @@ -19701,12 +19859,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "153b5445a945217fe057513d393f48bc92287e0f7281704aeb3946137d3c2c1f", + "prepared_review_unit_hash": "36fd587943fcb228ca6a19b382472b08418b3a53de0ea3bc33fc84221b6a8f04", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19714,7 +19872,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19723,18 +19881,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated non-merge PRs used for different repo/demo behaviors: one tweaks setup/versioning and test deps, the other changes CI/workflow and notification/testing utilities. They do not look like the same underlying bug or change.", - "confidence": 0.96, + "summary": "These are unrelated pull requests: one is a small repo-bot/version/dependency test PR, the other changes CI/workflow and testing utilities. The shared Vit test file is incidental and not enough to treat them as the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the broader, more representative change set (CI/workflow plus testing/notification utilities). PR #43488 is a small setup/versioning/test-dependency tweak and looks more like a narrow repo-bot check.", + "canonical_pr_reason": "PR #43532 is the more substantial and representative change in the cluster, but it is not a duplicate of #43488.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the better standalone representative of this cluster because it has the larger and more meaningful code footprint; #43488 is too narrow and unrelated in purpose.", + "best_pr_reason": "PR #43532 is the better cluster representative because it has the broader, more substantive diff; however, it still addresses a different code path and should not be merged with #43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different change intents and code paths: #43488 alters setup/versioning and a test dependency, while #43532 rewires CI/workflow and notification/testing helpers. Shared vit test file is incidental, not evidence of the same fix." + "reason": "Different purposes and code paths: #43488 is a setup/version/dependency test PR, while #43532 updates CI workflows and testing utilities. Shared Vit test file is incidental." } ] }, @@ -19764,12 +19922,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "7adaed72ffabeb7c7b7d0dda45d0a64e59a81235573d62e70bc6d30e1584b8bf", + "prepared_review_unit_hash": "5e384244059950f2e4dd67d701563bcc738b05c6bda99f6c88a06a6461e51afc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19777,7 +19935,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19786,18 +19944,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different pipelines: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. They share scaffolding and docs patterns, but they target different task implementations and model integrations, so they should not be treated as duplicates.", - "confidence": 0.94, + "summary": "These are related but distinct pull requests for two different segmentation pipelines. They share scaffolding and documentation patterns, but they target different code paths, model integrations, and tests, so they should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 are distinct features, not the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader and more complete representative of the cluster, but only as a representative of related pipeline work, not as a duplicate of 43612.", + "best_pr_reason": "PR 43613 is the more substantial and broader implementation, with additional model/test coverage across SAM/EdgeTam/SAM2/SAM3 Tracker, so it is the better representative of this cluster even though it is not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipelines with different targets and code paths; shared docs/metadata scaffolding is not enough to merge them as one PR." + "reason": "Different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/registry scaffolding is expected, but the titles, task pages, pipeline modules, and model tests indicate separate concrete implementations rather than one bug or change." } ] }, @@ -19827,7 +19985,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "fc40f10e9f39d59202728620673711af6e1d476f1004f4a12788172898ad2aac", + "prepared_review_unit_hash": "ab717c2ed4b910d5f6faadd91c2f78c39197ea130a52b9d090dd3aeade54a70e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19849,8 +20007,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Trainer PRs that touch the same file but implement different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers.", - "confidence": 0.98, + "summary": "The two PRs both touch `trainer.py`, but they add unrelated customization hooks: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19860,7 +20018,7 @@ "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behaviors: 43651 adds _loss_is_scaled_for_ga and changes training_step loss normalization, while 43663 adds _get_signature_columns to customize input-column filtering. They are not the same underlying bug/change and would not plausibly merge into one PR." + "reason": "Different trainer extension points and different bug classes: GA loss scaling vs. dataset column/signature filtering. They would not plausibly be merged as one PR." } ] }, @@ -19890,7 +20048,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "8e37006714613758d9553b6dbb2206acd9bf3e049ffee720912f42b34af7d5c0", + "prepared_review_unit_hash": "a53a41dc7f8537090dc4015080a2ba6ce3370c83170a92c66bd4fb840df70354", "component_budget": { "node_count": 2, "item_count": 2, @@ -19912,18 +20070,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch `src/transformers/cli/serve.py` and both mention a TypeAdapter-related NameError, but they appear to fix different failure modes: one is a broader annotations cleanup/future-annotations change, the other is a narrower guard for missing pydantic. Related, but not a clear duplicate pair.", - "confidence": 0.79, + "summary": "These are not duplicates: both touch `src/transformers/cli/serve.py` and both mention `TypeAdapter`, but they address different annotation/runtime-import problems with different fixes and different issue targets.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader, more central fix for the CLI NameError in `serve.py` and directly matches the generic TypeAdapter issue it targets.", + "canonical_pr_reason": "PR 43842 is the narrower, more directly targeted fix for the `TypeAdapter` NameError when `pydantic` is absent, with a minimal `TYPE_CHECKING` import and quoted annotation.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the better representative of the cluster because it addresses the core annotation/runtime NameError in the CLI, whereas #43842 is a narrower follow-up for the pydantic-not-installed case.", + "best_pr_reason": "PR 43842 is the best representative of this cluster because it most clearly states and fixes the concrete runtime NameError scenario without broader annotation churn.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom, but the diffs suggest different fixes: #43656 is a broader type-annotation/future-annotations cleanup, while #43842 specifically makes `TypeAdapter` safe when pydantic is absent. They are related, not the same concrete change." + "reason": "Reject: same file and related annotation cleanup, but the diffs are different fixes for different reported issues/contexts; they do not clearly fix the same concrete bug and would not naturally merge into one PR." } ] }, @@ -20060,24 +20218,24 @@ "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:44068|pull_request:44722", "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:44085|pull_request:44086", "pull_request:44059|pull_request:44086", - "pull_request:44059|pull_request:44722", + "pull_request:44085|pull_request:44086", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", - "pull_request:44071|pull_request:44086", "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", @@ -20086,7 +20244,7 @@ "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:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -20115,12 +20273,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "2243c9346dda3f945507c840aa45812bf4804f675f8754b40916590ed2d91d43", + "prepared_review_unit_hash": "bc93da5e25beffe85ca1b83f6320cd9db3097ed1f6582a23297a8cbd54e5c440", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, + "serialized_chars": 84896, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20128,7 +20286,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75090, + "serialized_chars": 75091, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -20137,132 +20295,132 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad standardized output-tracing refactor across many unrelated model families. The only clear duplicate subclusters are the GPT-J/CodeGen PRs and the GPT-Neo PRs; the rest share a theme or tracking issue but are not the same concrete change.", - "confidence": 0.88, + "summary": "Mostly a loose cluster of model-specific output-tracing refactors that share the same pattern but not the same code path. The concrete duplicate pockets are GPT-J/CodeGen (44066/44722/44085) and GPT-Neo (44018/44068); the rest are separate architecture-specific changes.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the concrete GPT-J/CodeGen output-tracing refactor: it is issue-linked, touches the same files as the earlier GPT-J/CodeGen attempt, and looks like the most up-to-date version of that duplicate subcluster.", + "canonical_pr_reason": "44066 is a solid representative for the GPT-J/CodeGen duplicate pocket because it directly spans the shared GPT-J and CodeGen files/code paths; I\u2019m not claiming it is broader than 44722, just that it cleanly anchors that overlap.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single PR in the cluster because it captures the clearest duplicate-worthy code change in the largest concrete subcluster (GPT-J/CodeGen), with explicit linkage to the tracking issue and matching implementation scope.", + "best_pr_reason": "44066 is the best overall PR anchor because it represents one of the two real duplicate pockets in the cluster (GPT-J/CodeGen) and has explicit issue linkage, while most other PRs are separate model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; same tracking issue is not enough." + "reason": "Different model families and forward paths; same tracking issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths; only the refactor theme matches." + "reason": "Different model implementations and separate output-tracing changes." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; one PR is a broader variant of the other." + "reason": "Same GPT-J output-tracing code path; these could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; both are output-tracing refactors but not the same concrete change." + "reason": "ResNet/RT-DETR versus EfficientNet are different architectures, not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models; shared issue target only." + "reason": "GPT-J/CodeGen versus EfficientNet are different model-specific refactors." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate changes." + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model code paths; not the same bug/change." + "reason": "GPT-J/CodeGen and MGP-STR are separate architectures and forward paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are unrelated implementations." + "reason": "GPT-J/CodeGen and MPT are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model/file family." + "reason": "Same GPT-Neo output-tracing refactor on the same file/code path." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models; only the overall refactor pattern overlaps." + "reason": "GPT-Neo versus GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate concrete refactors." + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated changes." + "reason": "ResNet and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model paths." + "reason": "MGP-STR and GPT-J/CodeGen are separate concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different models; same tracking issue is too broad." + "reason": "ResNet and GPT-J are different model paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet are not the same underlying change." + "reason": "GPT-Neo and ResNet do not share the same concrete code path." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate refactors." + "reason": "ResNet and MPT are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo and Flaubert/XLM are different model families." }, { - "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 different model families." + "reason": "GPT-Neo and Flaubert are separate output-tracing changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs Flaubert are distinct changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44071", @@ -20274,400 +20432,310 @@ "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are separate concrete changes." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are different code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "GPT-Neo and MGP-STR are unrelated forward paths." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and GPT-J are different model refactors." + "reason": "MPT and MGP-STR are different model-specific refactors." }, { - "left": "pull_request:44085", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are not the same change." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." }, { - "left": "pull_request:44059", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate code paths." + "reason": "GPT-J and MGP-STR are different code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model changes." + "reason": "ViLT and Flaubert/XLM are separate model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MPT are different concrete refactors." + "reason": "GPT-2 and GPT-J/CodeGen are different model paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated." + "reason": "SegFormer and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are separate changes." + "reason": "SegFormer and LongT5 are different model paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are different model paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are not the same change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are unrelated refactors." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are distinct changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are separate code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are unrelated." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are different model implementations." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-2 and GPT-Neo are different concrete changes." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model refactors." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44018", - "accept": false, - "reason": "SegFormer and GPT-Neo are not the same underlying change." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44044", - "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa and SpeechT5 are separate changes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa and VITS are different model code paths." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are different concrete refactors." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are unrelated." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44068", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are different changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are not the same change." + "reason": "SegFormer and VisualBERT are unrelated concrete changes." }, { "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate duplicate candidates at best, not the same concrete patch." - }, - { - "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are separate model changes." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert and LongT5 are different code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are unrelated." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo and SpeechT5 are separate refactors." + "reason": "GPT-Neo and MPT are different model implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "ViLT and LongT5 are unrelated changes." + "reason": "RegNet and VisualBERT are unrelated model paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "MPT and ImageGPT are different architectures." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are not the same underlying bug/change." + "reason": "TextNet and Flaubert/XLM are different model families." }, { "left": "pull_request:44056", - "right": "pull_request:44071", - "accept": false, - "reason": "MPNet and MPT are unrelated." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and TextNet are different concrete changes." + "reason": "MPNet and LongT5 are separate output-handling changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated." + "reason": "RegNet and GPT-Neo are unrelated model implementations." }, { - "left": "pull_request:44059", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and LongT5 are separate model refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are different code paths." + "reason": "RegNet and LongT5 are different model families." }, { - "left": "pull_request:44010", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and LongT5 are unrelated." + "reason": "TextNet and LongT5 are separate concrete changes." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "ResNet and GPT-J are separate concrete changes." + "reason": "SqueezeBERT and MPT are different model code paths." }, { - "left": "pull_request:44098", - "right": "pull_request:44017", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "ViLT and SegFormer are different model families." + "reason": "MPNet and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and GPT-Neo are not the same patch." + "reason": "SqueezeBERT and VisualBERT are different model families." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and VITS are different changes." + "reason": "DeBERTa and TextNet are unrelated output-tracing changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor with matching files and issue target; 44722 looks like the later, cleaner duplicate." + "reason": "Same GPT-J/CodeGen output-tracing refactor across the same concrete files and code paths." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file family; these look like duplicate attempts at the same change." + "reason": "Same GPT-J output-tracing refactor in the same file; 44722 includes the same GPT-J path plus CodeGen." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated despite sharing the tracking issue." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet are separate model refactors." + "reason": "FNet/CVT and ResNet/RT-DETR are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are different code paths." + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated changes." + "reason": "DeBERTa and SpeechT5 are different model paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44013", + "right": "pull_request:44074", + "accept": false, + "reason": "MobileNetV2 and TextNet are different architectures." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different model paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "DeBERTa and VITS are different model refactors." + "reason": "GPT-2 and MPT are different code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44019", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and ResNet are not the same underlying change." + "reason": "GPT-Neo and GPT-2 are different model families." }, { - "left": "pull_request:44019", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different code paths." + "reason": "GPT-Neo and MPT are unrelated implementations." }, { - "left": "pull_request:44068", + "left": "pull_request:44056", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated." + "reason": "MPNet and MPT are different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-2 and GPT-Neo are separate changes." + "reason": "RegNet and MPNet are separate model-specific refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and VisualBert are different model code paths." + "reason": "SqueezeBERT and GPT-Neo are unrelated model paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44098", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "SegFormer and ViLT are unrelated." + "reason": "SqueezeBERT and DeBERTa are different architectures." }, { - "left": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate output-tracing changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are separate changes." + "reason": "ViLT and Flaubert/XLM are different concrete code paths." }, { "left": "pull_request:44073", - "right": "pull_request:44161", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different architectures." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and LongT5 are unrelated." + "reason": "DeBERTa and TextNet are unrelated output-tracing refactors." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet: the GPT-J/CodeGen cluster is the largest concrete duplicate subcluster, GPT-Neo also forms a smaller duplicate pair, and the rest are conservatively treated as same-theme-but-different-model changes. The accepted soft pairs all share a clear concrete code path and look mergeable into a single bugfix PR." + "accept": false, + "feedback": "The soft-edge calls are mostly conservative, but the representative-pr/cluster rationale is not fully grounded. In the packet, PR 44066 is at least as broad as 44722 for the GPT-J/CodeGen overlap (both cover the same two files/code paths), so saying 44722 is the \"strongest\" or \"broadest\" representative is speculative. Also, the summary\u2019s phrasing that this is the \"only real overlap\" is a bit too strong given the separate GPT-Neo near-duplicate pair that is also present in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20702,12 +20770,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "3636616d70113dab29ccbee1b8eca8b71235d8b0d4f2eadae509f4769ca12a3a", + "prepared_review_unit_hash": "3b6babea88d5d56b6ae2ae0521d9787e2a7fc097281fcdb416e8d33d1c852c2d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, + "serialized_chars": 84896, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20715,57 +20783,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific PRs that all migrate different architectures to standardized output tracing/capture helpers. They share a refactor pattern, but each PR touches a different code path and should not be treated as duplicates.", - "confidence": 0.91, + "summary": "These PRs are all part of the same broad project to standardize output tracing/capture, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target, a concrete output-tracing refactor, and the diff shows substantive standardized capture changes rather than just a naming cleanup.", + "canonical_pr_reason": "PR 44129 is the best canonical representative because it has the only explicit issue target and a fuller refactor description, but it is still a SpeechT5-specific implementation rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster: it is specific, well-scoped, and clearly tied to an issue-backed output-capture migration.", + "best_pr_reason": "PR 44129 is the strongest single representative of the cluster: it clearly documents the standardized output-capture migration and is the only item tied to an explicit issue, making it the most informative anchor PR.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different implementation details; not the same concrete bug/change." + "reason": "Both are output-tracing refactors, but FocalNet and ImageGPT are different models with different forward paths and helper setup. Same theme, not the same concrete change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same general standardized-output refactor theme, but they modify different model implementations and are not mergeable as one PR for the same code-path problem." + "reason": "VisualBERT and TextNet use different architectures and different output-capture rewrites. They are related refactors, but not one duplicate bugfix/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model migrations (MPNet vs VisualBert) with model-specific hook setup; shared subsystem alone is not enough to duplicate them." + "reason": "Both add standardized output capture, but MPNet and VisualBERT change different model internals and wrappers. They are not the same code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-capture refactors, but in different models and with different forward/signature changes; they do not fix the same underlying issue." + "reason": "MPNet and TextNet touch unrelated model implementations; the similarity is only at the refactor pattern level, not the underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the edits are similar cleanup/migration work, not the same bug or change." + "reason": "RegNet and SqueezeBERT are distinct model code paths. They share the migration theme, but not a single underlying bug or mergeable change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both modernize output handling, but they apply to different architectures and concrete call paths, so they should remain separate PRs." + "reason": "SqueezeBERT and SpeechT5 are different models with different output/caching logic. This is the same refactor family, not a duplicate PR for one concrete fix." } ] }, @@ -20824,7 +20892,6 @@ "pull_request:44001|pull_request:44025", "pull_request:44002|pull_request:44029", "pull_request:44002|pull_request:44003", - "pull_request:44003|pull_request:44028", "pull_request:44003|pull_request:44004", "pull_request:43998|pull_request:44004", "pull_request:44001|pull_request:44004", @@ -20851,298 +20918,298 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "f7977869efa8ab1f0935d9fc2ef765566a8c9946f928ae9c5113c0ea2709e7eb", + "prepared_review_unit_hash": "66d00a46691451b8aed6b6a52bd9231748dbf34d00cf3dea7a62a9a6368ca48d", "component_budget": { "node_count": 14, "item_count": 14, - "soft_pair_count": 45, - "serialized_chars": 43956, - "estimated_input_tokens": 10989, - "estimated_eval_tokens": 22234 + "soft_pair_count": 44, + "serialized_chars": 43570, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 }, "budget": { "node_count": 14, "item_count": 14, - "soft_pair_count": 45, - "serialized_chars": 43956, - "estimated_input_tokens": 10989, - "estimated_eval_tokens": 22234 + "soft_pair_count": 44, + "serialized_chars": 43570, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all thematically similar output-tracing refactors, but they target different model implementations and one unrelated utility script. They are not duplicates of the same concrete bug/change.", - "confidence": 0.97, + "summary": "A cluster of model-specific \"refactor output tracing\" PRs across different architectures. They share a pattern and utilities, but they do not appear to be duplicate fixes for the same concrete code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest and most representative output-tracing refactor in the set, spanning both `mamba` and `falcon_mamba` with shared capture plumbing.", + "canonical_pr_reason": "pull_request:44003 is the most substantial representative in the cluster: it spans two related Mamba-family files and contains the clearest end-to-end output-tracing refactor with utility integration.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative because it covers the most substantial tracing/refactor plumbing and the widest directly related code path in this cluster.", + "best_pr_reason": "pull_request:44003 is the strongest anchor for this cluster because it is broader than the single-file edits and best represents the shared output-tracing refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model codepaths (`timm_backbone` vs `upernet`); same refactor pattern, not the same fix." + "reason": "Different model families and forward paths (`timm_backbone` vs `upernet`); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and forward paths; only the output-tracing style matches." + "reason": "Different code paths (`timm_backbone` vs `vision_text_dual_encoder`); not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` and `univnet` are unrelated implementations, so these are not the same underlying change." + "reason": "Unrelated model implementations; only a shared output-tracing refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Separate architectures (`timm_backbone` vs `mamba/falcon_mamba`) with different output-capturing plumbing." + "reason": "Different architectures (`timm_backbone` vs Mamba/Falcon-Mamba); not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model stacks (`timm_backbone` vs `rwkv`); no shared code path to deduplicate." + "reason": "Different model code paths (`timm_backbone` vs `rwkv`); superficial similarity only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model codepaths; same refactor theme only." + "reason": "Different models (`mobilenet_v1` vs `univnet`); not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems (`mobilenet_v1` vs `upernet`), so not the same bug or change." + "reason": "Different subsystems and file scopes; same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model families with distinct fixes." + "reason": "`mobilenet_v1` and `depth_anything` are unrelated concrete code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrappers and forward paths; output-tracing refactor is analogous but not duplicate." + "reason": "Different wrapper/model code paths; cannot treat as one duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` vs `speech_encoder_decoder` are different model implementations, not one concrete change." + "reason": "Different models and files; similar refactor, not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` have unrelated model logic and output behavior." + "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); not mergeable as one fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model codepaths (`vision_text_dual_encoder` vs `upernet`); same theme but not duplicate." + "reason": "Different code paths and outputs; shared utility usage is not enough." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are distinct architectures with no shared fix." + "reason": "Different architecture and implementation details; not the same concrete bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`); not the same underlying change." + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`)." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated model implementations." + "reason": "Different models and code paths; only the refactor pattern matches." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Distinct architectures and codepaths; only a generic output-refactor theme is shared." + "reason": "`univnet` and Mamba-family code are unrelated concrete paths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` do not fix the same concrete issue." + "reason": "Different model implementations; not a single duplicate fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different model families; no common duplicate bug." + "reason": "Different model families (`upernet` vs `rwkv`); same subsystem-level theme only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures (`upernet` vs `mamba/falcon_mamba`) and different implementation changes." - }, - { - "left": "pull_request:44003", - "right": "pull_request:44028", - "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` touch unrelated forward paths and output handling." + "reason": "Different architectures and files; not one underlying bug or change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` vs `codegen` are unrelated architectures; not mergeable as one PR." + "reason": "Different model families (`mamba`/`falcon_mamba` vs `codegen`); too broad to merge as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` have different model logic and no shared concrete bug." + "reason": "`timm_backbone` and `codegen` are unrelated code paths." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are separate codepaths; same refactor style is insufficient for duplicate status." + "reason": "Different model implementations; only the refactor style is shared." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are unrelated model changes." + "reason": "Different code paths and model logic; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures (`vision_text_dual_encoder` vs `codegen`)." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are refactors around model outputs, but they target different wrapper implementations and codepaths." + "reason": "Different encoder-decoder wrappers (`depth_anything` vs `vision_encoder_decoder`); not the same concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate model families." + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`depth_anything` vs `superpoint`) with distinct tracing/output behavior." + "reason": "Different tasks and code paths (`depth_anything` vs `superpoint`)." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated model implementations." + "reason": "Different model implementations; same output-tracing refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` have different model stacks and fixes." + "reason": "Different architectures (`depth_anything` vs `dpr`)." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are different codepaths; same refactor theme only." + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`)." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are closely named but still separate model implementations and PRs." + "reason": "Related wrapper shape, but different concrete code paths (`vision_encoder_decoder` vs `speech_encoder_decoder`)." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` do not share the same concrete bug or change." + "reason": "Different model types (`vision_encoder_decoder` vs `superpoint`)." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are unrelated wrappers with distinct output handling." + "reason": "Different model families and forward contracts; not one duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different model families and codepaths." + "reason": "Different model implementations and output contracts." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are unrelated implementations." + "reason": "Different architectures (`speech_encoder_decoder` vs `rwkv`)." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` do not appear to fix the same underlying issue." + "reason": "Different code paths; similar refactor pattern only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are separate model architectures with different output logic." + "reason": "Different model families (`superpoint` vs `rwkv`)." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are different model implementations; no shared duplicate fix." + "reason": "Different tasks and files; not the same underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated model codepaths, so these are not duplicates." + "reason": "Different model implementations (`rwkv` vs `dpr`); broad similarity only." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "`vision_text_dual_encoder` output tracing and modular-conversion utility code are unrelated changes." + "reason": "Model refactor PR vs tooling/performance PR; unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "`speech_encoder_decoder` model refactor vs a build-time utility optimization; no shared bug." + "reason": "Different domains entirely (`speech_encoder_decoder` vs modular conversion tooling)." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "`rwkv` model refactor and modular-conversion pool reuse are unrelated." + "reason": "`rwkv` model code and build tooling are unrelated." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "`superpoint` model tracing refactor is unrelated to the modular conversion script change." + "reason": "Different subsystem and purpose; not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "`timm_backbone` output tracing and `check_modular_conversion.py` speedup have no common code path." + "reason": "Model output-tracing refactor vs tooling pool reuse; unrelated." } ] }, @@ -21172,12 +21239,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "83ae8b198a3b23f8382d7e7edf5fb63e7ce2388695402c2bd7eefc9934aea607", + "prepared_review_unit_hash": "2c56715a847b277072db8e870b0017d90137d360dbb0ab38228c63c1c3b75e05", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6549, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21185,7 +21252,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6549, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21194,18 +21261,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share some auto-registration and docs scaffolding files, but they implement different models and code paths.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs that only overlap on standard Transformers scaffolding (auto registries, docs, package init). They do not appear to fix the same bug or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a PR must represent the cluster, #45401 is the better candidate because it is scoped to a single Voxtral-TTS feature and explicitly targets issue #45027; #44662 is a separate PenguinVL implementation.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#45401 is the strongest standalone PR: it has an explicit issue target, a focused feature goal, and a coherent set of Voxtral-TTS files. #44662 is a different model implementation and not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations with distinct architectures, filenames, and tests; overlap is only in shared Transformers registration/docs infrastructure, not the same underlying change." + "reason": "Reject: PenguinVL and Voxtral TTS are different model implementations with different code paths and different added files. The shared registry/docs changes are boilerplate, not evidence of the same underlying change." } ] }, @@ -21239,7 +21306,7 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "ad252657f012519e1b53a7e170e1c90a3d212f1edea55848496ee9380dde6ad9", + "prepared_review_unit_hash": "17a92fd0bd4efd2a166a4303dcab3ec71f133bde76f05fda80ebaae0db76de30", "component_budget": { "node_count": 4, "item_count": 4, @@ -21261,40 +21328,40 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form a loose feature lineage around kernel/module fusion in Transformers, but they are not all true duplicates. The closest duplicates are the two later n-to-1 KernelConfig PRs; the module-fusion API PR is adjacent but distinct.", - "confidence": 0.73, + "summary": "These PRs cluster around the same kernel-fusion area, but they split into a foundational Module Fusion API PR and several successive KernelConfig-based implementation/refinement PRs. #46339 is still the best representative of the later n-to-1 KernelConfig line, but the pairwise soft edges are not strong enough to treat the PRs as the same concrete change.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46339 is the best representative of the cluster because it is the latest and broadest iteration of the n-to-1 KernelConfig fusion work, with the most integrated changes across loading and kernel integration code.", + "canonical_pr_reason": "PR #46339 is the best representative of the KernelConfig n-to-1 fusion line because it is the latest and broadest of the related implementation PRs, touching the core loading/integration path and tests, so it most likely subsumes the earlier KernelConfig iterations.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46339 is the strongest canonical PR candidate: it subsumes the earlier KernelConfig fusion direction, touches the core files in the feature path, and appears to be the most complete refinement of the same change line.", + "best_pr_reason": "PR #46339 is the strongest cluster representative for the later kernel-fusion work: it is the most complete KernelConfig-based PR and appears to be the endpoint of the refinement chain, unlike #44979 which is a separate foundational API layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are about fusion, but one introduces a new Module Fusion API while the other implements n-to-1 kernel fusion via KernelConfig; they are related abstractions, not the same concrete change." + "reason": "Same general feature family, but #44979 is a foundational Module Fusion API PR while #45363 is a specific KernelConfig n-to-1 implementation. They are related layers, not the same concrete change." }, { "left": "pull_request:45363", "right": "pull_request:46339", - "accept": true, - "reason": "These appear to target the same underlying n-to-1 KernelConfig fusion code path, with 46339 looking like a direct extension/simplification of the 45363 feature rather than a separate change." + "accept": false, + "reason": "They overlap in KernelConfig fusion files and titles, but the evidence looks like successive iterations/extensions of the feature, not a clearly mergeable duplicate bugfix or identical PR." }, { "left": "pull_request:45666", "right": "pull_request:46339", - "accept": true, - "reason": "Both PRs center on the same n-to-1 KernelConfig fusion implementation and share the core integration files; 46339 looks like a follow-on that evolves the same feature rather than a distinct idea." + "accept": false, + "reason": "#45666 and #46339 are both KernelConfig fusion PRs, but the overlap is consistent with refinement of the same feature area rather than the same exact change set or duplicate fix." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: PR 44979 is a distinct Module Fusion API, while 45363/45666/46339 are all in the KernelConfig n-to-1 fusion line and share core integration files. The soft-edge decisions are conservative, especially rejecting 44979 vs 45363 and only accepting the later KernelConfig pairs that look like the same feature lineage." + "accept": false, + "feedback": "The high-level grouping is mostly grounded: #44979 is a separate foundational Module Fusion API PR, while #45363/#45666/#46339 are all in the KernelConfig n-to-1 fusion line. However, the soft-edge accepts are a bit too aggressive for the packet. The evidence only shows title/file overlap and later iterations, not that #45363\u2194#46339 or #45666\u2194#46339 are clearly mergeable as the same bugfix/duplicate PR. They look more like successive extensions/refinements of the same feature area than the same concrete change, so those pair verdicts should be more conservative." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21317,7 +21384,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f590c0b0f88e4b1acd2c14e3cf404b0e266c3936173af996c3b68e3ae80e20af", + "prepared_review_unit_hash": "17fc34ec7e9462093e02dd1f2ef3ce4bbb9b15ead4bad0e95cf1b9cbbf1b13e1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21339,18 +21406,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", + "summary": "Both PRs implement the same fix for the Mistral regex patch AttributeError in the same file and on the same issue; 45317 is the more complete version because it includes the test coverage as well.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the strongest canonical PR candidate because it fixes the same bug as 45086 but includes added test coverage and clearer title/context.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it targets the same bug as 45086, but it also adds tests and has the clearer, more specific title tied to the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is best overall since it is the more complete implementation of the same concrete fix and is backed by tests.", + "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same code-path fix plus accompanying test coverage, making it the most complete implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same code path, with the same file and explicit target issue; 45317 appears to be a test-augmented follow-up that could plausibly be merged as one PR with 45086." + "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex; the second PR is an expanded version of the first rather than a different change." } ] }, @@ -21380,12 +21447,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "5c0c391b643c4be345d62c416446fc62af64b3feee057aeb71c796d984d958fd", + "prepared_review_unit_hash": "2e4f68141471b9f117c5c981f44ba629486d2e2be29e3fcc75c872e0bf881f37", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -21393,7 +21460,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -21402,18 +21469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both about NemotronH, but they address different changes: one is a smaller conversion/mapping and inheritance refactor, while the other splits NemotronH into dense/sparse variants with docs/tests updates. They are related, not duplicates.", - "confidence": 0.94, + "summary": "Both pull requests are about Nemotron-H, but they are not the same change: one is a narrow inheritance/conversion-mapping refactor, while the other introduces the dedicated dense/sparse model split plus docs and auto-mapping updates. I would not merge them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better cluster representative because it is the broader, more complete NemotronH architecture change, adding the dense/sparse model split plus documentation and tests.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the larger, more complete change set: it introduces the new NemotronH dense/sparse model structure and updates the surrounding docs/auto-registration, whereas 45115 is a narrower refactor focused on inheritance and conversion naming.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest standalone PR in this cluster: it introduces the concrete model reorganization that most users would care about and includes supporting docs/tests.", + "best_pr_reason": "PR 45569 best captures the underlying user-visible change and is the more complete implementation of the Nemotron-H model split; 45115 looks like a preparatory refactor that overlaps only in shared model files.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Do not merge: 45115 is a focused conversion-mapping/refactor PR, while 45569 implements the actual NemotronH dense/sparse model split and related docs/tests. They share subsystem files but not the same underlying code-path change." + "reason": "Overlap is only in the shared Nemotron-H codebase and auto/modeling files. 45115 is a conversion/inheritance refactor, while 45569 adds the dense/sparse model variants and documentation; they are not the same concrete fix and would not plausibly be merged as one PR." } ] }, @@ -21443,7 +21510,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "984cfa0922ccca7495588db0a3e8101f105ae6f2ab47cc2b99907546828d32e2", + "prepared_review_unit_hash": "8d9583610fd9c802c0499026637edde43633857e819a19ee2f47f164a474caf9", "component_budget": { "node_count": 2, "item_count": 2, @@ -21465,18 +21532,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one introduces heterogeneous per-layer config support, and the other builds broader heterogeneous modeling/cache support on top of it. They share files and theme, but they are not the same code change.", - "confidence": 0.92, + "summary": "These are related but distinct feature PRs: one adds heterogeneous per-layer config support, the other builds broader heterogeneous modeling/runtime support on top of it. They overlap in infrastructure files, but they are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the narrower foundational change: per-layer configuration support in the config layer. PR #45332 is a larger follow-on that adds modeling/cache behavior and depends on the config work, so it is less suitable as the cluster\u2019s representative duplicate candidate.", + "canonical_pr_reason": "PR 45332 is the better canonical PR because it is the broader end-to-end implementation, covering per-layer config handling plus cache/modeling/runtime integration, whereas 45333 is just the configuration foundation.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the cleaner representative of the cluster because it is self-contained, introduces the core per-layer config mechanism, and is less entangled than the broader modeling PR.", + "best_pr_reason": "PR 45332 is the strongest representative of the cluster because it subsumes the shared heterogeneous-config work and extends it into actual model support and tests.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are related components of a larger heterogeneous-model feature, but not the same underlying fix. #45333 adds per-layer config infrastructure; #45332 adds additional cache/modeling changes that consume that infrastructure. They would not plausibly be merged as one duplicate PR." + "reason": "Related feature work, but not the same underlying change: 45333 focuses on per-layer configuration plumbing, while 45332 adds broader heterogeneous model/runtime support and can stand as a separate PR." } ] }, @@ -21506,12 +21573,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "ce799b4e246ced7f78cf8ec26193a58f6f4aed71334d833304dd569904c11f5e", + "prepared_review_unit_hash": "0a142b77303974f8287d535ebdc509c5e291ebaa1d2e832c1464982aa189aa6b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21519,7 +21586,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21528,18 +21595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related PRs, but they address different changes: #45415 is a broad type-checking sweep across many Transformers files, while #45425 adds typing protocols/helpers around `modeling_utils`, PEFT integration, and related checks. They are not the same underlying fix and should not be merged as duplicates.", - "confidence": 0.9, + "summary": "Both items are typing-focused PRs in transformers, but they are not the same change: one is a broad repo-wide type-checking sweep, the other is a narrower typing update around modeling_utils/_typing. The overlap in files and theme is not enough to treat them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more focused, self-contained typing change centered on `_typing.py` and the `modeling_utils`/PEFT integration path, making it the better representative PR for this cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the strongest standalone candidate because it targets a specific typing interface gap, whereas #45415 is a broad repo-wide type-checking pass touching many unrelated files.", + "best_pr_reason": "PR #45425 is the more focused and concrete typing change, centered on _typing/modeling_utils integration, whereas #45415 is a much broader type-checking sweep across many files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing cleanup PRs, but they modify different code paths and scopes; #45415 is a wide type-checking sweep, while #45425 adds specific typing protocols and fixes around `modeling_utils`/PEFT. They are not the same concrete change." + "reason": "They share typing-related files, but the scope differs: #45415 is a wide type-checking pass over many modules, while #45425 is a targeted typing adjustment. They do not look like the same underlying fix." } ] }, @@ -21569,12 +21636,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "7fe792c2a33351a80beca11e064f14bfe40a39c34025bc15ce9786eac9990c42", + "prepared_review_unit_hash": "ad14178b58e50dc3e9ea6ffdfe617eac5fa52757b8f5687b4995ceb6fb92ce74", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21582,7 +21649,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21591,18 +21658,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated cache-related PRs for different model families and code paths: one fixes multi-token cached forward in Qwen3.5/GDN linear attention, the other fixes use_cache behavior in Mamba2 for seq_len > 1. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "Both pull requests are about cache-aware multi-token forward paths, but they target different model families and different concrete bugs, so they should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46084 is the clearest representative because it has a direct issue target, a narrowly scoped Mamba2 fix, and a concrete seq_len > 1 cache-path change.", + "canonical_pr_reason": "PR #45513 is the better cluster representative: it addresses a broader cache-forward bug across several related Qwen/Olmo model implementations and includes model/test coverage for the multi-token cached continuation path.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46084 is the best single PR in the set to keep as the representative artifact, since it is explicit, focused, and tied to one concrete bug; pull_request:45513 is broader and spans multiple model files.", + "best_pr_reason": "PR #45513 is the strongest overall example of the cluster\u2019s theme because it fixes a concrete cached-forward edge case in a more general way across multiple files, whereas #46084 is a narrower Mamba2-specific cache-length fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different failing paths: Qwen3.5/OLMo Hybrid multi-token cached forward vs Mamba2 use_cache with seq_len > 1. They are not the same underlying bug and would not be merged into one PR." + "reason": "They are related only at a high level (cache/use_cache behavior) but fix different model-specific code paths: Qwen/Olmo linear attention multi-token cached forward vs. Mamba2 seq_len>1 cached state handling. Not the same underlying bug or mergeable as one PR." } ] }, @@ -21632,7 +21699,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7e18e2eabcac2695441a080203b5eb9c3be84a2730a2d33522b9cc3113f9b97b", + "prepared_review_unit_hash": "cadee3a3ecef72ba2d8df360182e8e59eb344cae81e52c7d2ef6dedeb779ccb0", "component_budget": { "node_count": 2, "item_count": 2, @@ -21654,18 +21721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism loading, but they fix different bugs on different code paths: 45548 is about config serialization/has_ep for accelerate+DeepSpeed ZeRO-3, while 45662 is about distributed parameter wrapping to stop expert weights being overwritten under FSDP2/rank-0 broadcast.", - "confidence": 0.92, + "summary": "Both PRs touch expert-parallel loading, but they fix different bugs: 45548 preserves distributed_config/EP detection for accelerate+ZeRO-3 loading, while 45662 prevents expert tensors from being overwritten in the FSDP2/sharded load path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster\u2019s concrete runtime bug-fix theme: it changes parameter materialization in the distributed loading path. PR 45548 is related, but narrower and centered on config cleanup and EP detection for a different loading setup.", + "canonical_pr_reason": "If a single PR must anchor this cluster, 45662 is the better representative because it fixes a concrete silent corruption bug in the loading path; 45548 is a separate config/EP-detection change.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best standalone PR to keep as representative because it fixes a specific, actionable loading corruption bug in core_model_loading; PR 45548 addresses a separate accelerate/ZeRO-3 serialization issue and should not be merged into it.", + "best_pr_reason": "45662 is the stronger standalone PR: it targets a specific expert-overwrite failure mode with direct code-path fixes, whereas 45548 is narrower and addresses a different loading/config serialization problem.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Shared EP wording only. 45548 fixes distributed_config serialization and EP detection for accelerate+ZeRO-3 loading; 45662 fixes post-shard wrapping to prevent experts from being overwritten under FSDP2/rank-0 broadcast. Different bugs, different code paths." + "reason": "Different root causes and fixes: 45548 handles EP config serialization/has_ep for ZeRO-3 loading; 45662 handles post-shard wrapping to stop experts being overwritten under FSDP2. Shared subsystem only, not the same change." } ] }, @@ -21695,40 +21762,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "dfb91831844d5772e19fbd05a8259c186930730ddcc687c80b3e82535a68ae94", + "prepared_review_unit_hash": "7fba2bcafca7a77229db8205f474b1f18cd862d457c70267e14010089b8b1ce0", "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 pull requests address the same xdist collision in captured_info artifact generation under src/transformers/testing_utils.py; PR 45645 is the broader follow-up that also updates CI consumers to handle multiple captured_info files, while 45639 is the narrower core fix.", - "confidence": 0.87, + "summary": "Both PRs address the same captured_info/xdist collision problem in `src/transformers/testing_utils.py`; PR 45645 is the broader, more complete version because it also updates CI log collection to handle multiple files.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete representation of the fix: it includes the xdist-safe output handling in testing_utils plus the CI/workflow adjustments needed to consume multiple captured_info artifacts.", + "canonical_pr_reason": "PR 45645 is the strongest representative because it contains the core xdist-safe `captured_info` fix plus the related CI/workflow updates needed to preserve and aggregate those logs.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best captures the full underlying change set and is the most suitable representative for deduplication because it subsumes the core file-collision fix and the downstream log-handling updates.", + "best_pr_reason": "PR 45645 best captures the cluster\u2019s underlying change: making captured_info artifact handling xdist-safe and ensuring downstream CI/debug log handling still works.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist causes captured_info artifact collisions. PR 45645 appears to subsume the core testing_utils fix from 45639 and adds the related CI log collection changes, so they look mergeable into one broader PR." + "reason": "Accepted: both fix the same concrete collision in patched testing debug logs under xdist; 45645 extends the same fix with additional CI/reporting plumbing rather than a different bug." } ] }, @@ -21758,48 +21825,55 @@ ], "soft_pairs": [ "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "1163ca1a05829affb7dc21e8bf7317efc69b11cd09e8c99da7dca5330e3af778", + "prepared_review_unit_hash": "6278508ae2368fc648feebe13345c2060aca00fd2de9dbedd1a8803d0fa01808", "component_budget": { "node_count": 3, "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 7030, - "estimated_input_tokens": 1758, - "estimated_eval_tokens": 3772 + "soft_pair_count": 3, + "serialized_chars": 7838, + "estimated_input_tokens": 1960, + "estimated_eval_tokens": 4176 }, "budget": { "node_count": 3, "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 7030, - "estimated_input_tokens": 1758, - "estimated_eval_tokens": 3772 + "soft_pair_count": 3, + "serialized_chars": 7838, + "estimated_input_tokens": 1960, + "estimated_eval_tokens": 4176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-specific PRs with no true duplicate pair. Two PRs are both about SDPA/attn_implementation support, but they touch different model families and code paths, so they should not be merged as duplicates.", - "confidence": 0.91, + "summary": "Only the two attn_implementation PRs are superficially related; they target different model families and code paths, so they should remain separate. The AutoModel mapping PR is unrelated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the cluster mixes unrelated changes (AutoModel registration, RecurrentGemma attention dispatch, and BLIP-2 family SDPA dispatch).", + "canonical_pr_reason": "PR 46401 is the broadest and most representative of the attn_implementation dispatch work, covering several vision-language model families and their tests/docs. The other PRs are either narrower model-specific variants or unrelated auto-mapping changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46320 is the most substantial and self-contained feature PR in the cluster, with code, conversion-mapping, docs, and tests; it is the best representative if one must be chosen, though it is not a duplicate of the others.", + "best_pr_reason": "PR 46401 is the best single representative of the cluster theme because it cleanly addresses attn_implementation dispatch across multiple affected model implementations, whereas 46320 is a separate RecurrentGemma-specific change and 45670 is unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes and code paths: AutoModel registry placement for glmasr vs RecurrentGemma attn_implementation support. Same broad transformers area, but not the same bug or mergeable fix." + "reason": "Different changes: 45670 adds GlmAsr entries to auto model mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. No shared bug or mergeable code-path fix." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated changes. 45670 is an AutoModel registration tweak for GlmAsr; 46401 adds attn_implementation dispatch support for BLIP-2/InstructBLIP families." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both add SDPA/attention dispatch support, but for different model families (RecurrentGemma vs BLIP-2/InstructBLIP). They are similar feature work, not the same underlying issue." + "reason": "Both are about attn_implementation support, but they fix different model families and different implementation paths. They are too broad and distinct to treat as the same underlying change." } ] }, @@ -21829,7 +21903,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "72105d07ef6f2c699280faae09653fc68acb9237d28a89b29bc0f3b81bc9d52c", + "prepared_review_unit_hash": "36a53b58b50fe521d92e7f52810f82b3f083b8cebe594ea12481f627cbb47c74", "component_budget": { "node_count": 2, "item_count": 2, @@ -21851,18 +21925,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both linter/modeling-rule related, but they address unrelated problems: one adds tuple-return handling to text/audio model forward paths, the other adds a rule for consumed boolean flags in image/video processors.", + "summary": "These are two separate linter-rule PRs: #45720 implements part of TRF003 for tuple-return behavior across model forwards, while #46259 adds a different rule (TRF018/TRF016 docs) about dead boolean flags in image/video processors. They overlap only at a broad \"modeling/linter\" level, not at the same code-path or change set.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the more concrete code change, with explicit forward-method updates across model implementations; PR 46259 is primarily a new rule/docs addition in a different area.", + "canonical_pr_reason": "No single canonical PR as a duplicate target: the PRs address different rules, different APIs, and different affected model families.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is a stronger standalone PR candidate because it fixes a specific runtime behavior across model code paths, whereas PR 46259 is a broader linter-rule addition and not the same underlying change.", + "best_pr_reason": "#46259 is the better representative of the cluster because it adds a new documented rule with a broad but coherent set of model fixes; however, it is not a duplicate of #45720.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes and code paths: TRF003 adjusts model forward return handling via can_return_tuple, while TRF018 adds a dead-flag consumption rule for image/video processors. Shared filenames are incidental, not evidence of the same fix." + "reason": "Different underlying changes: TRF003 tuple-return forwarding in model forwards vs TRF018/TRF016 dead boolean flags in image/video processor preprocess paths. Shared linter context is too broad to treat as the same PR." } ] }, @@ -21958,40 +22032,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "494e49da8bdc5e6f09d318761841dc498ab2cf42c7ade4e9ad4c987df73e62dc", + "prepared_review_unit_hash": "a27eecf58198595a0ad78451a8eb3fde349dc144376481ba7f633b4d5bd73f0a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with similar \"do not merge\" styling, but they change unrelated areas: one is a broad model/CI patch, the other is a tiny ViT test-only edit. They should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "Both items are unrelated noisy PRs using similar \u201cdo not merge\u201d testing titles. One is a broad CI/model-code change PR, the other is a single-file test mutation PR. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45932 is the more substantive artifact: it touches multiple model implementations plus CI workflow secrets and appears to be the main code change, whereas the other PR is only a small test-file edit with deliberate failing assertions.", + "canonical_pr_reason": "PR 45932 is the more substantive representative of the cluster: it touches CI/workflow and multiple model files, whereas 46100 is just a tiny test-only edit. If one PR must stand in for the cluster, 45932 better reflects the broader code change.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the best representative of the cluster because it contains the broader concrete implementation changes; PR #46100 is just a test migration stub and not a real fix/change candidate.", + "best_pr_reason": "PR 45932 is the best overall PR candidate because it contains concrete implementation changes across code paths and workflow configuration; 46100 is clearly a placeholder/test-mutation PR and is not a good representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: these are not the same underlying change. #45932 updates CI workflow and multiple model files, while #46100 only edits a ViT test file and adds dummy failing assertions; they would not plausibly be merged into one PR." + "reason": "Reject: these are not the same underlying change. 45932 modifies CI/workflows and several model implementations, while 46100 only edits a ViT test file with deliberate failing assertions. Similar titles and testing intent are not enough to merge them as duplicates." } ] }, @@ -22024,12 +22098,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "039c239198d8bed5c42e00c30a479e2f474686de90b3f6264af8fa3881a6d179", + "prepared_review_unit_hash": "e70da6f80a8a422a0a9c1bde4635a24077787255ed234c8202d30237e649ea99", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -22037,7 +22111,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -22046,30 +22120,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three are model-specific PRs for adding `attn_implementation=\"sdpa\"` support, but they target different architectures/code paths (CTRL, T5, and wav2vec2/SeamlessM4T families). The similarity is thematic, not a duplicate change set.", - "confidence": 0.94, + "summary": "These are three model-specific PRs adding SDPA dispatch support to different Transformers architectures. They share a pattern and wording, but they target different code paths and should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest and most representative of the cluster, covering multiple related audio/seq2seq model implementations and tests rather than a single-model tweak.", + "canonical_pr_reason": "PR #46196 is the broadest and most substantial of the set, covering multiple related speech/model variants with full code and test updates, so it is the best representative if one PR must be chosen for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the best anchor because it spans the largest scope and captures the common SDPA-dispatch pattern across several model families, making it the most comprehensive representative of the set.", + "best_pr_reason": "PR #46196 is the strongest standalone representative of the SDPA-dispatch work because it spans several model implementations and includes corresponding tests, making it the most complete exemplar of the pattern.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch, but CTRL and T5 are different model implementations with distinct attention code paths; this is not the same concrete fix." + "reason": "Different architectures and code paths (CTRL vs T5); same feature request but not the same concrete fix and not mergeable as one duplicate PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL-only SDPA support is separate from the wav2vec2/SeamlessM4T work; they touch different model families and cannot plausibly be merged as one PR." + "reason": "Both add SDPA support, but they touch unrelated model families (CTRL vs wav2vec2/SeamlessM4T) and different implementations/tests." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and wav2vec2/SeamlessM4T SDPA dispatch are separate architecture-specific changes, not duplicate fixes for one underlying bug." + "reason": "T5 and wav2vec2/SeamlessM4T are distinct model code paths; this is a shared pattern, not the same bug/change." } ] }, @@ -22099,12 +22173,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "43748a08ead8fe6c4367f937465cb3d43a40dba0051e2f283ad2fdd8e6bd6c56", + "prepared_review_unit_hash": "00ab7678c100d035d8edb29a583b415fd81f2488669b811dad6656e33904ad4f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22112,7 +22186,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22121,18 +22195,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same distributed area, but they are not the same change: one is a focused EP/Trainer integration PR, the other is a broad distributed branch base. Shared filenames alone are not enough to merge them as duplicates.", - "confidence": 0.92, + "summary": "These are not duplicates. PR #46269 is a broad distributed-stack base branch with CI and many subsystem changes, while PR #46126 is a narrower EP + Trainer integration patch; they overlap in a few distributed files but do not look like the same concrete fix/change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader base branch touching most of the distributed stack, so it is the more central representative of this cluster.", + "canonical_pr_reason": "PR #46269 is the broader umbrella change set and best represents the cluster\u2019s shared distributed branch work; PR #46126 is a narrower feature integration layered on top of that space.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best overall cluster anchor because it is the larger foundational distributed refactor; PR #46126 is a narrower follow-up integration change.", + "best_pr_reason": "PR #46269 is the best single representative because it spans the widest set of related distributed changes and appears to be the base branch that other work builds on.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different concrete changes: #46126 adds EP + Trainer integration, while #46269 is a broad distributed branch base spanning many unrelated files. They do not appear mergeable into one PR for the same bug/change." + "reason": "Overlap in distributed files, but the PRs target different scopes: #46126 is EP/Trainer integration, while #46269 is a broad distributed branch base with CI and many unrelated component updates. They are not the same concrete mergeable fix." } ] }, @@ -22162,7 +22236,7 @@ "soft_pairs": [ "pull_request:46138|pull_request:46432" ], - "prepared_review_unit_hash": "1d4af91bb5874f433e163300c5e3d90aecbeeac448ed69793200585f7fed8042", + "prepared_review_unit_hash": "ed9a73ee70a03e4235dc562a8412b6bb3a1f6c2393c3c3d13c6676eaa39de5b0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22184,18 +22258,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated GitHub Actions workflow maintenance PRs: one updates how a comment is piped into a helper script, while the other hardens an SSH runner workflow by pinning a downloaded script and clearing a token. They do not appear to fix the same underlying bug or change the same code path.", + "summary": "These are unrelated GitHub Actions workflow changes: one updates self-comment CI to pass comment text via stdin, the other hardens ssh-runner by pinning a downloaded helper script and clearing HF_TOKEN before SSH.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46432 is the more substantial and security-sensitive workflow change, while PR #46138 is a narrow invocation tweak; if one PR must represent the cluster, #46432 is the better anchor.", + "canonical_pr_reason": "PR 46432 is the stronger canonical representative because it makes a more substantive workflow/security change (pinning a remote script and unsetting a sensitive token), while 46138 is a smaller command-invocation cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #46432 is the best standalone representative because it contains the more clearly scoped, self-contained workflow hardening work.", + "best_pr_reason": "PR 46432 is the best PR candidate overall for the cluster because it is the more impactful and self-contained change in this set.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows, different fixes, and different code paths: stdin handling for self-comment CI versus supply-chain/secrets hardening for ssh-runner. They are not mergeable as one PR." + "reason": "Different workflows and different underlying problems. 46138 only changes how a comment is piped into a helper script in self-comment CI; 46432 hardens ssh-runner by pinning a downloaded script and clearing HF_TOKEN. They are not the same code-path fix and would not plausibly merge into one PR." } ] }, @@ -22225,7 +22299,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "9421a96489fc5bac6ed543325c95577edceea8b9317f99db3c7eeaac96c9e5a0", + "prepared_review_unit_hash": "5313e57188fd32fd048bc38f8dd8d9b5af54bb0de9c4648a3e88792fff4fb557", "component_budget": { "node_count": 2, "item_count": 2, @@ -22247,18 +22321,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both replace fragile file-based source access, but they fix different code paths: one in import_utils path resolution, the other in modeling_utils attention-implementation detection.", - "confidence": 0.92, + "summary": "These are related source-reading hardening PRs, but they fix different code paths in different modules, so they are not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the patches touch different modules and address different source-reading call sites.", + "canonical_pr_reason": "PR 46207 is the better canonical PR representative: it targets a specific `_can_set_attn_implementation` path in `modeling_utils.py` and includes tests, making the change clearer and better-scoped.", "best_issue_reason": null, - "best_pr_reason": "46207 is the better representative because it is a focused behavioral fix with test coverage; 46152 is a separate helper change in a different module.", + "best_pr_reason": "PR 46207 is the strongest overall representative of the cluster because it is a concrete, test-backed fix to one code path, whereas 46152 is a separate utility-level change in another module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Related theme, but not the same underlying bug/change: 46152 adds a new traversable/path resolution helper in import_utils, while 46207 changes source inspection in modeling_utils for attention-implementation support. Different modules, different call sites, and not plausibly one merged PR." + "reason": "Both replace file-open source inspection with a safer source lookup, but they affect different modules and different behaviors (`import_utils.py` vs `modeling_utils.py`). They are thematically similar, not the same underlying bug, and would not naturally merge into one PR." } ] }, @@ -22297,76 +22371,76 @@ "pull_request:46173|pull_request:46474", "pull_request:46343|pull_request:46475" ], - "prepared_review_unit_hash": "d609d749235d748a8f22f2aa0ff4ff6122637b2296e4474454f34fcffe4098c3", + "prepared_review_unit_hash": "93038bf9543d9f36cccc6a4d95e0e9f122f15df3a65a56a2e3eaf8ae8da21aa9", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14072, - "estimated_input_tokens": 3518, - "estimated_eval_tokens": 7292 + "serialized_chars": 14073, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14072, - "estimated_input_tokens": 3518, - "estimated_eval_tokens": 7292 + "serialized_chars": 14073, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster actually contains three separate duplicate-style PR threads: StaticLayer get_seq_length typing, static cache max-length config handling, and Falcon-Mamba fast-path warning text. The accepted soft edges are within those same change threads; the cross-thread overlaps are just broad file/subsystem similarity.", - "confidence": 0.93, + "summary": "This cluster is not one duplicate set; it splits into three separate PR pairs: a StaticLayer type-hint fix, a Falcon-Mamba kernel-warning wording fix, and a static-cache max-length config fix. I only accept soft edges within each pair.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46481 is the best overall representative because it cleanly fixes the static cache max-length bug and includes tests, making it the most complete version of that change thread.", + "canonical_pr_reason": "No single canonical PR spans the whole cluster because the items are three unrelated fixes; the nearest duplicate pairwise representatives are 46474, 46475, and 46481 for their respective bugs.", "best_issue_reason": null, - "best_pr_reason": "46481 is the strongest standalone PR in the cluster: it addresses a concrete bug, is test-backed, and matches its explicit issue target closely.", + "best_pr_reason": "46474 is the strongest single representative among the duplicate pairs because it matches the cache_utils type-hint fix exactly and includes tests, but it is only representative of one subcluster.", "soft_edge_verdicts": [ { - "left": "pull_request:46436", - "right": "pull_request:46481", + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying StaticLayer get_seq_length type-hint fix in cache_utils; 46474 is just the test-backed version of the same change." + }, + { + "left": "pull_request:46343", + "right": "pull_request:46475", "accept": true, - "reason": "Same underlying static-cache bug: both cap generation cache length using cache_config.max_cache_len / max_cache_length in the same code path, and both target issue 46424." + "reason": "Same Falcon-Mamba fast-path warning clarification on the same code path; both are the same wording fix, with 46475 adding tests." }, { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "One fixes static cache max length config; the other only adjusts StaticLayer.get_seq_length typing. Shared file is incidental, not the same change." + "reason": "Different bugs and code paths: generation cache max-length handling vs StaticLayer return-type annotation." }, { "left": "pull_request:46474", - "right": "pull_request:46481", + "right": "pull_request:46475", "accept": false, - "reason": "Both touch generation cache code and tests, but one is a return-type annotation fix while the other changes cache length behavior. Different bugs/changes." + "reason": "Unrelated subsystems and fixes: cache_utils type hint versus Falcon-Mamba warning text." }, { "left": "pull_request:46474", - "right": "pull_request:46475", + "right": "pull_request:46481", "accept": false, - "reason": "Type-hint/cache utility cleanup and Falcon-Mamba warning text are unrelated despite superficial similarity in scope/tests." - }, - { - "left": "pull_request:46173", - "right": "pull_request:46474", - "accept": true, - "reason": "Same StaticLayer.get_seq_length type-annotation fix; 46474 is the version with added tests, but the underlying code change is the same." + "reason": "Different changes in generation/cache handling; shared test file is not enough to make them the same bug." }, { - "left": "pull_request:46343", - "right": "pull_request:46475", + "left": "pull_request:46436", + "right": "pull_request:46481", "accept": true, - "reason": "Both update the Falcon-Mamba fast-path fallback warning on the same code path, with overlapping message wording and the same underlying kernel-availability clarification." + "reason": "Same static-cache max-length config bug in generation/utils.py; both PRs implement the same fix and could be merged into one." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly separates the cluster into three change threads and keeps the cross-thread pairs rejected. The accepted pairs are conservative enough to look like the same bugfix thread, especially where they share the explicit issue target and overlapping code path. No evidence is overstated." + "feedback": "The summary is grounded in the packet: the six PRs cleanly split into three issue-target subclusters (45987, 46234, 46424), and the accepted soft edges are limited to PRs that are plausibly the same bugfix and mergeable. The rejected edges are conservative and correctly avoid cross-bug linkage." }, "evaluator_used": true, "retried": false, @@ -22448,85 +22522,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46337-4", + "cluster_id": "cluster-46337-3", "nodes": [ "pull_request:46337", "pull_request:46362", - "pull_request:46368", - "pull_request:46488" + "pull_request:46368" ], "soft_pairs": [ "pull_request:46337|pull_request:46368", "pull_request:46337|pull_request:46362", - "pull_request:46337|pull_request:46488", - "pull_request:46362|pull_request:46368", - "pull_request:46362|pull_request:46488", - "pull_request:46368|pull_request:46488" + "pull_request:46362|pull_request:46368" ], - "prepared_review_unit_hash": "7131a0f453d89bbe3ef9002b105f4896c1dd96087e66b50bdcee77fbc119336b", + "prepared_review_unit_hash": "bbe8f414c8d8bb7b9dd0e8d1536cfc6fa3ebe80607dbc19f3e652d1aeebf5740", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 8928, - "estimated_input_tokens": 2232, - "estimated_eval_tokens": 4720 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5897, + "estimated_input_tokens": 1475, + "estimated_eval_tokens": 3206 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 8928, - "estimated_input_tokens": 2232, - "estimated_eval_tokens": 4720 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5897, + "estimated_input_tokens": 1475, + "estimated_eval_tokens": 3206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are model-specific test fixes, but they target different failures and code paths. The only apparent overlap is generic quant-cache test skipping in two PRs, yet the underlying causes are different model cache implementations, so this cluster should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These are three separate test-fix PRs, not duplicates. The two quant_cache skips are model-specific workarounds for different cache implementations, and the Cohere2Moe PR is a different device-map/test-setup fix entirely.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR emerges: the PRs address unrelated model-specific test issues, and the superficial similarity is limited to test maintenance patterns.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46337 is the broadest of the set because it touches shared testing utilities plus one model test, but it is still not a duplicate of the others.", + "best_pr_reason": "No single PR cleanly subsumes the others. If forced to pick a representative, 46337 is the broadest fix, but it targets a different failure mode than the quant_cache skips.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Different models and different failure modes: Cohere2Moe device-map sharding vs NemotronH quantized-cache skip." + "reason": "Different bugs: Cohere2Moe device-map/setup failure vs NemotronH quantized-cache incompatibility. Same broad test area, but not the same concrete change." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Unrelated fixes; one adjusts test sharding/device placement, the other skips a DeepSeek V4 quant-cache test." - }, - { - "left": "pull_request:46337", - "right": "pull_request:46488", - "accept": false, - "reason": "Cohere2Moe device-map/test setup is unrelated to Sapiens2 XPU expectation updates." + "reason": "Different failure modes and files; one fixes Cohere2Moe device placement, the other skips a DeepSeek V4 quant-cache test." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both skip quant-cache tests, but for different model cache architectures and different concrete incompatibilities." - }, - { - "left": "pull_request:46362", - "right": "pull_request:46488", - "accept": false, - "reason": "DeepSeek V4 quant-cache incompatibility is unrelated to Sapiens2 device-specific output expectations." - }, - { - "left": "pull_request:46368", - "right": "pull_request:46488", - "accept": false, - "reason": "NemotronH quant-cache skip and Sapiens2 XPU expectations do not share the same underlying bug or fix." + "reason": "Both skip the same test name pattern, but for different model-specific cache implementations and distinct incompatibilities, so they are not one mergeable fix." } ] }, @@ -22556,12 +22608,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "2923ad44f20cb98d35c0e80ae999d01b644909fc5ca7876a94b4d714d3dba3ca", + "prepared_review_unit_hash": "715937e8046c740550f820152b1d5f5491a8b170168d4234d72fde739686f492", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5960, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22569,7 +22621,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5960, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22578,18 +22630,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching internals, while the other introduces a new HunYuan VL model, processors, docs, and tests. The soft similarity is superficial and should not be treated as a duplicate/change overlap.", - "confidence": 0.97, + "summary": "These pull requests are not duplicates: #46376 is a broad draft for multimodal continuous batching infrastructure, while #46417 adds the HunYuan VL model, docs, and tests. They touch different code paths and should not be merged as one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#46417 is the cleaner canonical representative: it is a self-contained model addition with focused scope, docs, and tests, whereas #46376 is a broad draft infrastructure refactor.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#46417 is the best PR to represent this cluster because it is concrete and cohesive; #46376 is unrelated in function and still a draft multimodal batching overhaul.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and code paths: continuous-batching runtime support vs. a standalone new model integration. They are not mergeable as one PR and do not fix the same bug or implement the same feature." + "reason": "Different underlying changes: continuous-batching multimodal support vs. a new HunYuan VL model implementation. No shared concrete bug or mergeable fix." } ] }, @@ -22674,114 +22726,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46482-5", + "cluster_id": "cluster-46483-3", "nodes": [ - "pull_request:46482", "pull_request:46483", "pull_request:46484", - "pull_request:46485", - "pull_request:46486" + "pull_request:46485" ], "soft_pairs": [ - "pull_request:46482|pull_request:46483", - "pull_request:46482|pull_request:46484", - "pull_request:46482|pull_request:46485", - "pull_request:46482|pull_request:46486", "pull_request:46483|pull_request:46484", "pull_request:46483|pull_request:46485", - "pull_request:46483|pull_request:46486", - "pull_request:46484|pull_request:46485", - "pull_request:46484|pull_request:46486", - "pull_request:46485|pull_request:46486" + "pull_request:46484|pull_request:46485" ], - "prepared_review_unit_hash": "b5d7e91c5d96ca082c2002d3afb19b70262a3d6475de7ca7a1a6f28770ee79d3", + "prepared_review_unit_hash": "f208880f5b83aaa4cbce62da46a151d5ab1261300cfdd751396b3ac276b58d76", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 10, - "serialized_chars": 14854, - "estimated_input_tokens": 3714, - "estimated_eval_tokens": 7684 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8159, + "estimated_input_tokens": 2040, + "estimated_eval_tokens": 4336 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 10, - "serialized_chars": 14854, - "estimated_input_tokens": 3714, - "estimated_eval_tokens": 7684 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8159, + "estimated_input_tokens": 2040, + "estimated_eval_tokens": 4336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad safety-hardening theme, but they fix different code paths: two remote-code trust gates, three separate unbounded-allocation guards, and one image size bound. They are not duplicates of the same underlying change.", - "confidence": 0.93, + "summary": "These PRs are not duplicates: one hardens `trust_remote_code` handling for local custom generation, while the other two add separate allocation guards in different model code paths. The two memory-safety PRs are similar in theme but fix different concrete bugs.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate emerges from this cluster; if one PR must represent the group, 46484 is the broadest resource-exhaustion hardening change, touching many model implementations and adding a shared regression test.", + "canonical_pr_reason": "PR 46484 is the best representative of the memory-safety fixes: it applies a concrete allocation bound across many positional-embedding implementations and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "46484 is the strongest representative of the cluster\u2019s safety-hardening theme because it covers the widest set of affected model code paths and includes a test, but it is still distinct from the other PRs.", + "best_pr_reason": "PR 46484 is the strongest standalone change in the cluster because it is broad, specific, and directly addresses an eager OOM risk with a clear guard and test.", "soft_edge_verdicts": [ - { - "left": "pull_request:46482", - "right": "pull_request:46483", - "accept": false, - "reason": "Both gate remote code, but they protect different entry points: PEFT adapter loading vs custom generation loading. Different code paths and fixes." - }, - { - "left": "pull_request:46482", - "right": "pull_request:46484", - "accept": false, - "reason": "One blocks arbitrary adapter-import behavior; the other bounds positional-embedding allocation. Same general safety theme, but unrelated bugs." - }, - { - "left": "pull_request:46482", - "right": "pull_request:46485", - "accept": false, - "reason": "Different issue class and code path: adapter loading trust gate vs causal-mask memory bound." - }, - { - "left": "pull_request:46482", - "right": "pull_request:46486", - "accept": false, - "reason": "Remote-code import hardening and image resize/crop output bounding are unrelated fixes." - }, { "left": "pull_request:46483", "right": "pull_request:46484", "accept": false, - "reason": "Custom generation trust gating is not the same bug as limiting sinusoidal embedding allocation." + "reason": "Different bug classes and code paths: remote-code trust gating vs. sinusoidal embedding allocation limits. Similar safety theme, but not the same fix." }, { "left": "pull_request:46483", "right": "pull_request:46485", "accept": false, - "reason": "Custom generate trust gating and causal-mask allocation bounding affect different mechanisms and cannot be merged as one duplicate fix." - }, - { - "left": "pull_request:46483", - "right": "pull_request:46486", - "accept": false, - "reason": "These target different vulnerabilities: remote code execution gating vs image size bounds." + "reason": "Unrelated fixes: custom generation loading security vs. causal-mask size guarding. They do not look mergeable into one PR." }, { "left": "pull_request:46484", "right": "pull_request:46485", "accept": false, - "reason": "Both prevent unbounded allocation, but in different tensor constructions and different model families; not the same concrete bug." - }, - { - "left": "pull_request:46484", - "right": "pull_request:46486", - "accept": false, - "reason": "Positional-embedding table bounds and image resize/crop bounds are separate allocation guards in different subsystems." - }, - { - "left": "pull_request:46485", - "right": "pull_request:46486", - "accept": false, - "reason": "Causal-attention mask allocation and image transform output bounds are unrelated code-path fixes." + "reason": "Both prevent OOMs, but in different mechanisms and model paths (positional embeddings vs. causal masks). They share a theme, not the same underlying bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index cc325ef7f38e7a94b17a1bba1b349e64caedbcd9..72faa8e73062dc4c8cc67af8adcbab1318a12462 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260608t060044z", + "analysis_id": "hybrid-model-20260608t120020z", "archived_artifacts": { - "hybrid": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..7a6194d2c44df1e0e2c35500f2f2a1effe926abf --- /dev/null +++ b/snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22797 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260608T120020Z", + "generated_at": "2026-06-08T12:17:13Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 1, + 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The only clear duplicate subclusters are the DeepSpeed ZeRO-3 index-out-of-bounds reports around model init and the Qwen3.5MoE rotary-embedding/offload reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the strongest true duplicate subcluster: the repeated ZeRO-3 \"index 0 is out of bounds\" init failure, also seen in 41762 and 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best issue to anchor triage because it states the shared failure mode succinctly and matches the closest near-duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config attribute error vs chat/completions streaming issue." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated problems: AMD GPU support vs MPS histogram on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths: image preprocessor/model dtype mismatch vs AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device-related at a high level, but they are distinct models and distinct failure modes." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model-specific example breakage vs AMD GPU support issue." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/model method bug vs GPU backend compatibility problem." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "No shared concrete bug: ModernBERT ONNX export vs Qwen3Moe FP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes and model families; 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both describe broken buffer/materialization/offload handling." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and unrelated errors." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP bug vs compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 model init bug vs GPT-OSS tensor-parallel bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific issues: Mistral image dtype mismatch vs GraniteMoE invalid method." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup issue vs Qwen3.5 video template/token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures with no shared code-path." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM config attribute issue vs tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS TP issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing bug vs Qwen3 auto device mapping assert." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different dtype/runtime errors on different models." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo tracing error vs Mistral image preprocessor dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model/example failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/device issues and different models." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT trainer embedding unpacking vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different failure surfaces and model families." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and mismatch types." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method vs MPS histogram kernel limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call path vs TRL trainer embedding issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure pattern, just on different Bert/Gemma3 reports." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but one is about pipeline-task removals and the other about the removed run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS Int histogram limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Training trainer unpacking issue vs MPS backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different mechanisms: Liger Kernel cross_entropy routing vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch in DeepSpeed vs custom trainer signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/checkpointing issue vs GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU backend/model runtime bug vs documentation example issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy routing vs tensor-mask shape mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint vs model weights not loaded; different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/Transformers version incompatibility vs distributed build support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading issue vs USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds init failure class." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/version regressions: Gemma3/vLLM config attr vs Qwen3 auto device-map assert." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The only accepted pairs are well-supported by the titles and shared failure class (the ZeRO-3 index-out-of-bounds reports and the Qwen3.5MoE rotary-embedding/offload pair), while the rejections appropriately avoid over-claiming duplicate status for loosely similar but distinct issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "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:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "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:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800" + ], + "prepared_review_unit_hash": "39a6a802d4745e5215230cb4c7915dee9b13e38260c6e3f97067090d475de01a", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40093, + "estimated_input_tokens": 10024, + "estimated_eval_tokens": 20304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; the only strong duplicate-looking pair is the v5 AutoTokenizer wrong-token-id regression across model families. No PRs were provided.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative tokenizer regression: it describes wrong token IDs across multiple model families and explicitly frames it as a v5 regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best canonical candidate overall because it has the widest scope, clear regression framing, and is the most likely umbrella for the tokenizer duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: float8 storage lookup vs distributed-mode support; no shared code path." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are model-specific runtime issues, but they affect different components and code paths (device_map forward mismatch vs chat template video feature mismatch)." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they cover different documentation errors and different removed/changed behaviors." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated subsystems and symptoms: AMD GPU support for GPT-OSS vs table-question-answering task crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different runtime failures; no evidence they stem from the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3.5-VL video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different problem types: detokenization regression vs outdated RAG examples." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model loading/architecture issue vs documentation drift; not the same underlying bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both mention recent-version regressions, but one is about remote_code models and the other about USE_DISTRIBUTED=0 compatibility." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report v5 tokenizer regressions producing wrong token IDs across multiple model families; they look like the same underlying bug and could be fixed together." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with different root causes; one says corrupted checkpoint, the other says the implementation cannot load checkpoints." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 model-running error is unrelated to outdated RAG examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both involve sliding-window wording, but they concern different models and different failures; not enough evidence of one bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the exact failing condition and model/setup differ significantly." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper inference failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Different compatibility regressions: Torch 2.10 incompatibility vs a pydantic/PretrainedConfig break." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different versioning problems with different symptoms; one is a ZeRO-3 index error, the other a torch/transformers incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model runtime failure is unrelated to the pydantic config regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming chat/completions API failure; different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model-running issue vs task crash." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen streaming inference and MPS histogram integer support are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different models, different operators, and different backends; no shared concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention MoE and numeric issues, but one is grouped_mm tracing and the other is an autocast dtype mismatch; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failures in different training/loading contexts; no strong evidence of a shared root cause." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path regression for GenerationMixin vs Gemma3 sliding_window_pattern attribute error; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "General torch/transformers compatibility issue vs a Gemma4 device placement bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are Zero-3/IndexError themed, but the exact error and trigger differ." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model families and different loading problems; one is PaddleOCR-VL in vLLM, the other is GGUF gpt-oss support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Different config-field regressions; no evidence they are the same defect." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask shape mismatch vs embedding unpacking failure are distinct bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both are v5 regressions, but one is int4 memory/OOM and the other is tied-weights translation behavior; not the same fix." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to Qwen3.5 streaming API failures." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different breakage than the pydantic PretrainedConfig field issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming errors are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a pydantic config regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-regression reports, but they affect different compatibility boundaries and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 45920 is the clearest umbrella tokenizer regression, and the only explicitly duplicate-looking pair in the packet is 45812/45920. The soft-edge verdicts are conservative and avoid overstating weak similarity. No PR pairs were present to validate mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "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:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:45920", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "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:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44863|issue:45005", + "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:45920|issue:46489", + "issue:43950|issue:45902" + ], + "prepared_review_unit_hash": "370f029876f051fe5ac79ffa765debaf38aec787aa13eee1cd0a2b0bd22b20e5", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36860, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate family is the v5 non-persistent-buffer corruption regression; a few other pairs are superficially similar but don\u2019t look like the same concrete bug from titles alone.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43950 is the cleanest anchor for the non-persistent-buffer regression because it explicitly names from_pretrained and register_buffer(persistent=False) corruption; issue:44534 is a close wording variant, but 43950 is more diagnostic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative of the core duplicate family, since it isolates the exact regression mechanism and symptom rather than a broader paraphrase.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different model paths and different failures: image-preprocessor dtype mismatch vs video chat-template token/feature mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated runtime errors in different code paths; only a broad model-execution context is shared." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video input, but the concrete bugs differ: broad v5.3.0 regression vs chat_template feature/token mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/shape errors with ZeRO-3-style workflows, but the specific failures and model paths differ." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one is text-embedding degradation and the other is nonsensical AutoModel/pipeline output; not enough to call them the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different subsystems: multimodal config unwrapping vs non-persistent buffer materialization/uninitialized memory." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated environment/version issues; no shared code-path bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different modalities and failures: image dtype mismatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Both mention training/runtime problems, but the reported errors and model stacks are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom/loading behavior, but one is a cache-path collision and the other is wrong module loading after save/load; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights in a broad sense, but the model families and concrete failures are different." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms; both are quality/performance reports, not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure vs flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/group-type crash is unrelated to tied-weight behavior." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A code/algorithm discussion issue and a documentation typo are not duplicates." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "They live in the same input-validation/error-message area, but titles alone do not establish the same concrete bug; this could be a separate model-family-specific messaging issue." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and describe different concrete round-trip/encoding failures." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Model checkpoint loading failure vs tied-weight issue are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo and a removed-command docs issue are separate documentation problems." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different tokenizer/runtime failures." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared code-path or symptom." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same non-persistent-buffer corruption regression in v5, just with different wording." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example errors are not the same bug as the observed SigLIP2 embedding quality issue." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are corrupted or junk-filled on load/materialization." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different trainer API mismatch vs ZeRO-3 initialization index error." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype/precision issues, but the concrete mechanisms and failures differ substantially." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes constructor incompatibility vs missing Float8 storage object are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer regression across many models vs a DeepSeek-Coder v1-specific detokenization problem; not enough evidence they are the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers/state, but one is non-persistent-buffer corruption and the other is uninitialized rotary embedding memory after to_empty materialization." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but I can\u2019t accept the canonical/best-issue rationale as written. Issue 43950 is clearly in the non-persistent-buffer regression family, but the packet does not support calling it the \u201cbroadest\u201d title in that subtopic; issue 44534 is at least as broad or broader on its face. So the selection is plausible, but the justification overstates the evidence. The 45183/46463 pair also reads as a plausible duplicate rather than something firmly established without more body evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "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:45488|issue:46489", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950" + ], + "prepared_review_unit_hash": "9019cca142b470fc62facbe5862d43d0114dbd7395a4d93828328526170724d3", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of model-specific loading/tokenization/memory regressions, not true duplicates. The soft-similarity pairs share broad themes but not the same concrete bug path, so I reject them all.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: it frames a general v5 regression breaking remote_code-based model loading, which is closer to the overall theme than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it is the most general user-facing regression and can contextualize several of the narrower loading/tokenizer complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated symptoms: corrupted checkpoint vs loading noise. No shared code path." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an embedding-quality discrepancy; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and failure modes: bad tokenizer error message vs missing all_tied_weights_keys." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 model-quality issue, the other is a general tokenization-version change report." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different mechanisms: flash-attn packed-sequence/position_ids crash vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both are Gemma/Qwen-style training issues, but one is an FSDP2 shared_kv_states bug and the other is a meta->to_empty buffer materialization bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "PEFT gradient checkpointing inefficiency and int4 reserved-memory regression are separate performance issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and unrelated load failures; only the generic 'loading failed' theme matches." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs inability to load a specific model; no evidence they stem from the same defect." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight-shape RuntimeError and early-stopping metric mismatch are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related to SigLIP2, but one reports worse embeddings and the other an HF-vs-JAX discrepancy; not enough to treat as the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading complaints, but one is generic noise and the other is a specific model load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different MoE-related performance issues: gradient checkpointing vs memory usage under training." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is broad model loading regressions; related theme, not same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both involve loading on special runtimes, but Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are distinct code paths." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram integer error and Gemma4 device mismatch are different backend/model issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are load failures, but one is glm-4v-9b and the other is Molmo attribute error; no shared root cause." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class and bitsandbytes Int8Params incompatibility are separate problems." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "General remote_code loading regressions do not match a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name failure and remote_code loading regression are different failure points." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both reference Qwen3/Qwen3.5 LoRA usage, but one is a version-compatibility bug and the other is a warning about tie_word_embeddings." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attn fallback blocking are different subsystems." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other convert_tokens_to_ids; different hot paths." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenization, but the reported root causes differ: tokenizer pre-tokenizer override vs a v5 detokenization regression." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and a standalone GLM5 issue are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code loading regression vs a specific Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; different concrete bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 and non-persistent buffer corruption are distinct state-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:42915|issue:43872", + "issue:43872|issue:44291", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "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:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:45812|issue:46489", + "issue:44560|issue:44918" + ], + "prepared_review_unit_hash": "63eee3e75887a09fbc60393e5c89a67d70ad27081c5c7f3d5bebd95c85dd4a29", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36648, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct issues; only a few soft pairs look like true duplicates, centered on Transformers 5.x custom-model init and the `_is_hf_initialized` constructor regression, plus the v5 docs pipeline cleanup.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43872 is the strongest canonical bug report: it names a concrete, reproducible bitsandbytes incompatibility and matches the follow-up report about the same unexpected `_is_hf_initialized` constructor argument.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43872 is the best overall anchor because it isolates a clear root cause, has direct duplicate evidence, and is more actionable than the broader symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both describe the same v5 documentation cleanup: obsolete pipeline tasks still referenced in docs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Related Whisper/fbank area, but the titles do not establish the same concrete bug or code path." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 behavior vs a bitsandbytes initialization incompatibility." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized`-related constructor regression, just reported through different loading paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but they are different models and different failure modes." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and with different symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated: custom `compute_loss` signature mismatch vs an index/mask shape error." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed weight-loading issues, but the affected models and missing-weight patterns differ." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different bugs: missing Qwen3 MOE weight conversion vs incorrect gradient averaging with GAS." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms; no shared concrete code-path bug is evident." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but they affect different model families and failure modes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same generic mask/tensor error text, but not enough evidence that the underlying bug is the same." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer load issues, but they concern different models and likely different root causes." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are checkpoint-loading complaints, but they are about different models and different loader behavior." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different topics: DeepSpeed training error vs segmentation-map preprocessing." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttention cache/group-type crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different model support issues with no shared code-path bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different regressions: video rope index scaling vs uninitialized rotary embedding memory." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is an FSDP2 attention state bug and the other is a device-map mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model-support vs sliding-window behavior issues." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimedia bugs affecting different model families." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer regression and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different model-support issue vs missing Float8 storage type." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: video StopIteration vs MPS int histogram limitation." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These read as the same Transformers 5.0 custom-model initialization regression, with one report adding the Jupyter-specific reproduction." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different bugs in different models: SDPA/torch.compile vs flash-attention position_ids handling." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer regressions, but for different model families and likely different fixes." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5 video/input issues, but one is a video StopIteration regression and the other is embedding unpacking with TRL." + }, + { + "left": "issue:43854", + "right": "issue:44488", + "accept": false, + "reason": "Different load failures for different model families." + }, + { + "left": "issue:43940", + "right": "issue:45834", + "accept": false, + "reason": "Different problems and different models; no duplicate evidence." + }, + { + "left": "issue:44910", + "right": "issue:44918", + "accept": false, + "reason": "Both concern Qwen3.5, but one is flash-attention memory access and the other is TRL embedding unpacking." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are well grounded in the packet and the soft-edge decisions are appropriately conservative. The accepted pairs are strongly title-aligned, and the rejected pairs avoid overclaiming despite superficial similarity. The canonical/anchor choice on issue 43872 is reasonable given the exact `_is_hf_initialized` constructor error match with 44291." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46468" + ], + "soft_pairs": [ + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44155|issue:45584", + "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:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:44960|issue:44977", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43644|issue:44534", + "issue:45507|issue:46468", + "issue:39692|issue:43994", + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "d3099fe285be55a0d676d4f74ac36cebf51b82116eedf8e51be3d799d5203722", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37088, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair around the v5 non-persistent-buffer junk issue and one likely duplicate SigLIP2 output-regression pair; the remaining items look like distinct bugs or regressions in different code paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the strongest canonical anchor for the non-persistent-buffer corruption reports: it directly describes the v5 junk-buffer symptom, and issue:44534 is the closest near-duplicate with the same bug wording. I would treat this as the best match for that subgroup, not as an exact title-level duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue in this set because it cleanly captures a concrete, narrowly scoped regression and sits at the center of the closest duplicate pair in the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and meta-device loading breakage are different problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure is unrelated to generic meta-device loading." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import-path breakage is unrelated to Qwen3MoE FP8 loading." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping bug and Gemma4 device-mismatch bug are not the same failure." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask/tensor shape mismatch are distinct errors." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report broken outputs for the same siglip2-base-patch16-224 model and look like the same underlying regression." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-input index errors." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are separate bugs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed Bert index error is not the same as the tokenizer-mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Another Bert ZeRO-3 initialization error; different bug from add-new-model-like failing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but the model targets and failure modes differ too much to merge." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping edge case is unrelated to the mask-index IndexError." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized offload loading and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but docs-example errors and output-corruption symptoms are not clearly one bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility is unrelated to BitNet packed-weight unpacking." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "CUDA assert under auto device mapping is not the same as the Qwen3MoE FP8 failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they involve different BERT models and different root causes." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model weight loading and visual-encoder save_pretrained keys are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are distinct regressions." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA reuse on hf5.x and Gemma4 embedding resize behavior are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3MoE FP8 loading and mmap/OOM behavior are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-duplicate pair: same v5 non-persistent-buffer corruption symptom and essentially the same report." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage do not share a concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Docs-example/model-processor mismatch and general bad inference output are related only at a very broad model-family level." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint-resume max_steps bug is unrelated to SGD argument handling." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and quantization offloading behavior are not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Buffer initialization regression and Jupyter custom-model initialization breakage are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL shape mismatch are separate model-specific problems." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "General memory inefficiency and int4 reserved-memory OOM are related only broadly, not one concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MOE accelerate/deepspeed conversion and GLM-4.7-Flash unit-test loading are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regression and Granite AutoTokenizer regression hit different tokenizer paths and model families." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the canonical anchor rationale overstates the evidence. `issue:43644` and `issue:44534` are very close matches, but not an exact title-level duplicate, and the claim that 43644 has the \"clearer discussion trail\" is not supported by the packet (discussion activity is comparable). Please soften that to a near-duplicate / strongest match claim rather than asserting exact duplication or stronger evidence than is present." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43957|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155" + ], + "prepared_review_unit_hash": "501e59994b0f8359ba04983773d45edf260e1187ee9b4bd146f445cd1abc19ed", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37962, + "estimated_input_tokens": 9491, + "estimated_eval_tokens": 19238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bug reports; only the resize_token_embeddings/output_embeddings regression pair looks like a true duplicate cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings/output_embeddings regression, while issue:45276 appears to be a Gemma4-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue because it states the underlying failure in the most general form and covers the same bug as issue:45276.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: qwen3_moe LoRA compatibility/loading vs a resize_token_embeddings/output_embeddings issue." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes; one is LoRA checkpoint incompatibility, the other is a Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but the affected models and likely root causes are distinct; not enough evidence of the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug: one generic report about output_embeddings, the other a T5Gemma-specific variant affecting decoder.embed_tokens." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but they describe different crashes and different triggers/code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is separate from the init_empty_weights _is_hf_initialized argument regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are different model implementations and no shared concrete code-path is evident." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated issues: Torch 2.10 compatibility vs meta-device model loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to the GLM5 issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different token-vocab/loading problems for different models; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline regression." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states issue is unrelated to Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both concern quantization/offloading memory behavior, but the specific symptoms and code paths differ." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug is unrelated to Qwen3_5Moe rotary embedding CPU offload." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different loading bugs: init_empty_weights argument handling vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Model loading type/shape mismatch is different from the MXFP4 quantization fallback problem." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model-loading issue is unrelated to sinq save_pretrained/from_pretrained quantization persistence." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different resource issues and triggers; int4 CUDA reserved-memory growth is not the same as mmap OOM on Strix Halo." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse layer construction bug is unrelated to Gemma4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is eval-mode incompatibility." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings regression; 45276 is the Gemma4-specific instance and 45292 is the generic report." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example failure are related by model family but not clearly the same concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram_mps integer support is unrelated to the Nemotron example loading issue." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: GLM-4.7-Flash unit-test loading vs Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is a permissions propagation bug and the other is wrong-module loading after save_pretrained." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen models is unrelated to strict Granite Speech config loading." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap disabling on Strix Halo." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less-model AttributeError is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to AudioFlamingo3 batched inference leakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The only accepted links are the resize_token_embeddings regressions, and the rest are reasonably rejected as different model families, symptoms, or code paths. The canonical issue choice (45292 over 45276) is also well supported because 45292 is the broader formulation of the same embedding-update bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:46315|issue:46491", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:42796|issue:46326", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:39404|issue:44912", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:42796|issue:43404" + ], + "prepared_review_unit_hash": "c981e3dc62a3c443c03a0679312ed288894b3fde575d5808bbba5c883bbc9998", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37479, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues. The only convincing duplicate pair is the resize_token_embeddings regression: a generic report and a T5Gemma-specific manifestation.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report about resize_token_embeddings not updating output embeddings; issue:45335 looks like a specific instance of that same bug in t5gemma.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best canonical issue because it describes the underlying bug most generally and can subsume the T5Gemma-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different bugs: custom model init in notebooks vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: resize_token_embeddings fails to propagate to tied/output embeddings; 45335 is a model-specific manifestation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different code paths: notebook custom model initialization vs save/from_pretrained extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are mismatch/loading problems, but one is autocast dtype handling and the other is meta-device model loading." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression vs leading-space round-trip correctness bug; not the same issue." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "One is vocab-size/token placement, the other is a specific model loading failure; insufficient evidence of the same root cause." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "General torch compatibility complaint vs a specific autocast dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness regression; convert_tokens_to_ids slowdown is a performance issue." + }, + { + "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 failure on torch >=2.9 is unrelated to Gemma4 device-mismatch during forward." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading breakage and custom model init in notebooks are distinct failures." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 PLE device mismatch are different problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache group type vs template compilation error." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes across versions." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Mistral tokenizer BPE marker handling and continue_final_message behavior are distinct tokenizer issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver interpolation handling." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different root causes: missing Float8 storage object vs compilation/template-node error." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models and mask-shape IndexError are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different removed/changed pipeline docs and are not a single duplicate." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility complaint vs TRL unpacking failure for Qwen3.5 embeddings." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer attribute conflict and gguf_file/from_pretrained breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error and compiled flex_attention failure are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping are separate model-configuration bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both touch Qwen3-VL loading, but one is a MoE loading regression and the other is a specific weight-shape mismatch; not clearly the same fix." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet. The only accepted soft pair, issue:45292 vs issue:45335, is a reasonable conservative duplicate call based on their closely aligned titles and bug descriptions. The rest of the soft-edge rejections are also cautious and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43906", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46050", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:44164|issue:44479", + "issue:43906|issue:46326", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:39404|issue:44671", + "issue:43611|issue:43644", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:43582|issue:43632", + "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:46050|issue:46326", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178" + ], + "prepared_review_unit_hash": "8bfa012c3b48f762af8598354fbfd279f1a22bdc7f3454c0db4d667425a00e79", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers regressions centered on v5/v5.1+ loading, tokenizer, model-init, and audio/Whisper issues, but the soft pairs mostly look like neighboring reports rather than true duplicates. I would keep the broad custom-model-init regression as the representative issue.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43646 is the broadest representative title in the set: it captures the general v5 custom-model initialization regression that several nearby reports are loosely related to.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is broad, clearly regression-focused, and more representative than the narrower buffer-specific or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but 44462 is about ignoring tokenizer.json while 46489 is a DeepSeek-Coder v1 output regression tied to a specific fix gap; not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Completely different areas: save/from_pretrained extra_state handling vs a Qwen video-input regression." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Both touch tokenizer/mistral_common behavior, but one is an isolated reproduction of an older issue and the other is a specific continue_final_message bug; insufficient evidence of the same underlying defect." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related performance/compatibility problems, but they affect different models and code paths (XLNet positional encoding vs Qwen3.5 MoE offload)." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated failures: tokenizer/model registration logic vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading issues, but one is a model load failure and the other is a specific Mistral regex patch crash; different concrete bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM output regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers being initialized with junk; not the same code-path problem." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and symptoms: CLIP model structure inconsistency vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems entirely: multimodal dtype mismatch vs a template-compilation error." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/model-quality issue vs tokenizer backend post-processor update bug; not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they target different repositories/models and do not clearly share a single failing code path." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language behavior." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token conflict in T5 is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is not the same issue as PagedAttentionCache crashing on linear_attention groups." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to finetuning with multi-image IterableDataset failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both concern loading models, but they are different model-specific failures with no clear shared bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention tracing/compilation, but one is a grouped_mm Mixtral tracing failure and the other is a template-node compilation error." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, 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 Qwen issues with different subsystems: FP8 config vs cache/group-type crash." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but 43644 is specifically about junk-filled non-persistent buffers while 43646 is the broader custom-model initialization breakage; they are related but not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but 43452 is a general AutoTokenizer/AutoModelForCausalLM from_pretrained breakage and 43482 is a Qwen2.5-GGUF-specific v5 failure; not clearly the same underlying defect." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo missing all_tied_weights_keys is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but 44206 is specifically about an unsupported center arg in LasrFeatureExtractor while 44220 is a generic _torch_extract_fbank_features problem; too little evidence they are the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantization failure is unrelated to Qwen2.5 GGUF loading." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Jupyter custom-model initialization are different regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are different concrete problems." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "One is missing TensorFlow in the torch extra install, the other is a backend mapping validation failure for tensorflow_text; related theme, different 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": 20, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45987", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43322|issue:43540", + "issue:28530|issue:34567", + "issue:43645|issue:44534", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:45216|issue:45357", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:40444|issue:46326", + "issue:44062|issue:44987", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:45812|issue:46491", + "issue:43425|issue:44403", + "issue:43296|issue:43531" + ], + "prepared_review_unit_hash": "288d4a058700f4ea8c65ba60ac404dfa8a5432419514f530c71205cbf518cc6f", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers regressions and environment-specific failures. The only plausible duplicate/follow-up pairs are the custom-model init reports and the Qwen3.5 save_pretrained reports; the rest target different code paths, models, or failure modes.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the best representative issue: it describes a broad, concrete v4\u2192v5 tokenizer regression affecting all Granite models, with clear symptoms and wide impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the strongest mix of scope and specificity among the issues here, making it the cleanest anchor for this loose cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and bugs: Qwen3.5 hidden-state behavior vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is chunked generation with compiled forward and the other is a StaticCache API contract issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate default vs MIMI encoder padding-mask correctness; different subsystems and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different artifacts and failure modes: a model load break vs tokenizer loading for a different checkpoint." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is not the same bug as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo missing all_tied_weights_keys is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tie-weights / serialization issues are related in theme but not the same bug: one is missing lm_head tying, the other is device-dependent save serialization." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise is a logging issue; _patch_mistral_regex crashing is a tokenizer patch failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model bugs: nonsensical SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is missing padding-mask support in MIMI and the other is DAC.from_latents diverging from forward due to missing STE." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video ValueError are different multimodal failure paths." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Trainer early-stopping metric selection and num_input_tokens_seen not updating are separate TrainerState/training-loop issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init failure is not the same as v5 junk-filled non-persistent buffers." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead/performance issue vs cache length return-type contract bug; different level and code path." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated model/tokenizer bugs." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading regression and a tokenizer regex-patch crash are different failures." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to OmDet-Turbo image-size preprocessing." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are separate issues." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for a specific model vs slow-tokenizer performance regression in convert_tokens_to_ids; different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression: incorrect serialized checkpoint/visual encoder keys across versions." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and init_empty_weights handling of _is_hf_initialized are unrelated initialization bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method-name conflict and MobileLLM key error during load are distinct tokenizer/model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage lookup are different torch/quantization problems." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image IterableDataset failure and mistral_common continue_final_message bug are different multimodal/tokenizer behaviors." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config loading are different issues." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix load breakage is not the same as junk-filled non-persistent buffers." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and CodeLlama leading-space round-trip loss are different model-specific bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy model loading are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet titles. The single accepted pair (issue:45216 / issue:45357) looks like a plausible duplicate/follow-up on the same Qwen3.5 save_pretrained regression, and the other soft-edge rejections do not overclaim overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "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:44977", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:43632|issue:44756", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:44977|issue:46326", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:40990|issue:44811", + "issue:33666|issue:40444", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:44079|issue:45663", + "issue:40444|issue:45325", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:41553|issue:43582", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43818|issue:46402", + "issue:42796|issue:43746", + "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291" + ], + "prepared_review_unit_hash": "8c57eba92d168410af7410354b9c919370cd98f9622ab7b3a7cea0d46456a66e", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36296, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed-topic cluster spanning unrelated tokenizer, loading, training, attention, and hardware/offload bugs. None of the suggested soft pairs look like the same concrete underlying issue, so there is no real duplicate canon here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: `_is_hf_initialized` regression vs Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to Qwen3 auto device-map CUDA asserts." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL/video-related, but one is a broad v5.3 video regression while the other is still-image position-id scaling." + }, + { + "left": "issue:44977", + "right": "issue:46326", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to mistral_common `continue_final_message` tokenizer behavior." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are unrelated code paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a specific tokenizer load regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "GPT-OSS perplexity issue is unrelated to Whisper `batch_decode` skip_special_tokens handling." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen2-VL training, but one is multi-GPU training and the other is iterable-dataset multi-image handling." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and remote_code breakage are distinct failures." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regression classes: `_is_hf_initialized` flag handling vs non-persistent buffer junk values." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and missing BOS/EOS insertion are separate tokenizer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` argument mismatch is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training pathologies, but flash-attention-3 degeneration and single-label zero-loss are different root causes." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable dataset failure is not the same as still-image temporal position scaling." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are distinct issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad Voxtral error messaging is unrelated to Apple Silicon `caching_allocator_warmup` TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU+CPU offload failure for dequantized models is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Package-extras backend omission and undefined tf backend from tensorboard-only install are different packaging bugs." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Sam3Model text encoder weight loading." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "BPE marker handling in a tokenizer is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring `tokenizer.json` and Granite token-ID regression are both tokenizer issues but not the same concrete bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture bug is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batched-vs-single MIMI encoder mismatch from padding masks is different from Gemma3 NaNs with sliding-window all-padding windows." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Mistral regex patch AttributeError do not share the same code path." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and `_is_hf_initialized` init_empty_weights 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": 20, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44079|issue:44534", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:43761|issue:44079", + "issue:42796|issue:45381", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:43701|issue:45325", + "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:46305|issue:46315", + "issue:43262|issue:43746", + "issue:44568|issue:45920", + "issue:42796|issue:44977", + "issue:43377|issue:44610" + ], + "prepared_review_unit_hash": "38206bf5973bb312bc968629e238dac151ac9d5e88a6b7e8f7f1a2e837aaac00", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37463, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated regression reports; I found no convincing duplicate pairs. The strongest representative issue is the broad tokenizer regression in issue 45920.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the broadest open regression here, covering wrong AutoTokenizer IDs across multiple model families and serving as the clearest umbrella bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative issue because it is open, broadly scoped, and already aggregates multiple affected model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix loading and the other about custom initialization; the concrete code paths differ." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/export-check failure and bfloat16 dtype mismatch are different bugs affecting different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package backend installation is unrelated to a vLLM model-loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "These involve different models and different symptoms: SigLIP2 docs/output issues vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regressions are distinct issues." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is about failing to tie lm_head weights; the other is about inconsistent lm_head.weight serialization. Related area, but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and GGUF loading failure are different loader/config paths." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated regressions." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and dtype mismatch in inference are different failures." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image scaling and the other is video-input position ids; not the same concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure and video position-id regression are different multimodal bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are not the same code-path problem." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and strict config loading are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device_map mismatch are different model-specific forward failures." + }, + { + "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 dataset finetuning." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is not the same concrete bug as generic ModelOutput key assignment." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "A PaddleOCR-VL load failure and a torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch has nothing to do with Qwen2.5-VL rope-index handling." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "These are different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/STE mismatch are distinct bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying/serialization and SDPA torch.compile failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch and Qwen2.5-VL multi-image finetuning failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but one is a CUDA assert on Qwen3 and the other is a Gemma4 forward device mismatch; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer conversion slowness are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a special-token/BOS-EOS issue for a specific tokenizer while the other is a broader wrong-token-IDs regression across many models." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask output mismatch and OmDet-Turbo processor/model resolution mismatch are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43572|issue:45759", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:42796|issue:43854", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:26413|issue:28530", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43065|issue:46402", + "issue:34634|issue:35707", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:42175|issue:46291", + "issue:36331|issue:42617", + "issue:44423|issue:45406" + ], + "prepared_review_unit_hash": "56377588e9935bbad169d0f069e06e43273bde38bb6d60963f9e4e841d838e47", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated bug reports across trainer behavior, tokenizers, model loading, quantization/offloading, and multimodal processors. None of the soft pairs look like true duplicates; they mostly share broad subsystem themes rather than the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "If a representative issue is needed, 43873 is the broadest umbrella report in the offloading/quantization area and has inbound references, so it best stands in for that subtheme.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most central and general issue here: it describes the broader offloading-with-quantization failure, which is the closest thing to a cluster anchor among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: perplexity regression vs Whisper empty-transcription handling." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "One is tied-weights serialization, the other is a bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related broad area, but one is a specific dequantized-model load/offload failure and the other is a generic quantized offloading report; not the same code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug vs Perceiver interpolation issue; different components and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing behavior are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in StableLm vs composite multimodal config unwrapping; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization issue vs version-dependent tokenization change; no shared concrete failure path." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight serialization bug vs packed-weight unpacking during accelerate loading; distinct mechanisms." + }, + { + "left": "issue:42796", + "right": "issue:43854", + "accept": false, + "reason": "Tokenizer BPE marker handling vs GLM-4.7 model loading failure; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels import/version requirement are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "ImageProcessor label reduction bug vs missing tied-weights attribute on a model class." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 serialization problems affecting different keys and behaviors." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert during auto device mapping vs flash-attention generation bug; different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V model load failure vs tokenizer load regression for a different model." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator failure vs early-stopping metric lookup; both trainer-related but not the same defect." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3D parallel script execution issue vs Qwen3 MoE FP8 config failure; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-mapping CUDA asserts." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3 text encoder weight loading; same model family but different bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset issue and progressive generation bug do not share the same underlying code path." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug vs tokenization version-change report; different subsystems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading failure vs tokenizer loading regression; not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying bug in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different serialization problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature change vs Qwen3 MoE weight conversion failure; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs accelerate loading/unpacking issue in BitNet." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype propagation bug vs resume_from_checkpoint max_steps miscalculation; different behaviors." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs Gemma4 device mismatch with auto mapping; different models and defects." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Backend packaging/install issue vs kernels dependency version/revision requirement; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss API break vs inability to run a parallel script; no shared bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; different failure points." + } + ] + }, + "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": 20, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:34634", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:43749|issue:44534", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:43425|issue:46291", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:29159|issue:36032", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44530|issue:46291" + ], + "prepared_review_unit_hash": "f64305b15a8ea1780fbdf52655989cc70d87c9e5a0121a6e4a97be8f287d48f6", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35720, + "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 a grab bag of mostly unrelated Transformers issues (tokenizers, model configs, offloading, vision processors, and a few loader regressions). The soft links are mostly topical similarity rather than true duplicates, so I would reject them all.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has high discussion/references and is a concrete loading-related regression, making it the best representative among these otherwise heterogeneous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the most substantial and well-documented bug report in the set, with the clearest regression-style description and the most triage activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory/quantization side effects, but one is int4/OOM and the other is an Apex RMSNorm leak in T5; different code paths and fixes." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload, but one is quantization offloading behavior and the other is mmap on Strix Halo causing OOM; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is broken FSDP CPU RAM efficient loading, the other is non-persistent buffers being filled with junk; related area, different failure." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is unrelated to Bark CPU-offload device mismatch; only broad model-loading/runtime similarity." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution related, but one is a processor/model input-size mismatch and the other is Perceiver interpolation failing; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/padding crash vs vision processor output-size mismatch; different components and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both involve tokenization behavior changes, but one is a regression around processor.tokenizer/image passing and the other is a broader version-dependent tokenization change." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained/register_for_auto_class." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure is not the same as dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next and sinq save/load corruption are different model families and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to Llava Next segmentation faults." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and failure to run 3d_parallel.py are distinct issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss and tokenization version changes are only loosely related; no clear same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is a dependency/runtime issue, while kernels import requires version or revision is a package metadata/API issue." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are Qwen/GPT model issues, but one is device-map CUDA assert and the other is tensor-parallel support; different problems." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels import requirements." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx mismatch are different config/model bugs." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to glm-4v loading failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3 recurrent-state reset are different model internals." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer bugs, but one is LayoutLMv2 NER/padding crash and the other is MLuke task AttributeError; not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe differs from a from_pretrained weight_only loading error in Qwen3VL." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and void segmentation map processing are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer failures." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but one is a CPU-offload device mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in image processing and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 has no overlap with kernels import metadata requirements." + } + ] + }, + "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": 20, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:44898|issue:45072", + "issue:44514|issue:44545", + "issue:45759|issue:45859", + "issue:41720|issue:43746", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:43421|issue:43927", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44918|issue:44936" + ], + "prepared_review_unit_hash": "a59e3c91807e8ac22e845c6ac45f853c612035001729169f145622e0d7fe4483", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36318, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issues with one clear duplicate pair: the two `Qwen2_5_VLProcessor.apply_chat_template` crash reports. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44545 is the best canonical target: it describes the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input `padding=False` crash as 44514, with slightly more activity/inbound refs and a cleaner title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative issue in this set because it is a concrete, reproducible bug report and the exact duplicate of 44514.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different failures in different paths: Gemma4Processor `_tokenizer` attribute crash vs Qwen3.5 streaming chat/completions issue." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizers post-processor update behavior is unrelated to a broad tokenization regression claim." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3Moe FP8 config failure vs Llava Next segmentation fault." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve Qwen3.5/SAM3-ish model loading, but they are distinct bugs with different failing code paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is not the same as stale pipeline-task documentation." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `from_config` text_config unwrapping." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with embeddings/past KV are unrelated bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering last-batch truncation is unrelated to SAM3 text+boxes behavior." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to T5's Apex RMSNorm memory leak." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to the multimodal token-counting video-branch bug." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures, but they affect different models and likely different loader paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling is unrelated to Float8 storage lookup failures." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and progressive generation are different problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size interpolation and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact `Qwen2_5_VLProcessor.apply_chat_template` batched-input `padding=False` crash; title-only variation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite multimodal config unwrapping and CPU-offload rotary embedding compatibility are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to multimodal config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A config warning about `tie_word_embeddings` is not the same as incorrect visual-encoder keys in `save_pretrained`." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to model loading for ScandiBERT." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and save/load custom token ID loss are different tokenizer issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model and PIL image processors requiring torchvision are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model size mismatch are separate documentation/model issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are different training behaviors." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline tokenizer cache loading and unconditional `model_info()` in `_patch_mistral_regex` are closely related to offline mode, but they are different bugs and not clearly the same code-path fix." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking Qwen3.5 input embeddings in TRL SFT is unrelated to `trainer.evaluate()` failing after `trainer.train()`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly related pair is 44514/44545, whose titles are effectively identical, and the other soft-edge rejections stay conservative. No PRs are present in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45704|issue:45859", + "issue:45663|issue:45923", + "issue:34634|issue:41720", + "issue:43525|issue:43531", + "issue:43421|issue:44186", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:44077|issue:44625", + "issue:43746|issue:46050", + "issue:43618|issue:43697", + "issue:42915|issue:43746", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:44062|issue:44488", + "issue:43653|issue:43819" + ], + "prepared_review_unit_hash": "937266fca631b655b269937aa864ccf1e1ed898df8c3bb110e67e52f134ac32d", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37243, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bug reports and feature requests. The soft pairs share broad subsystems at most, but none look like the same underlying defect or change, so all should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46032 is the strongest standalone bug report: it is open, recent, has a precise incorrect-results description, and clearly documents the failing code path across CPU/GPU paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46032 is the highest-signal issue here overall because it is concrete, reproducible, and actionable, with clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different bug classes: Mamba cache correctness vs T5 decoder-input error messaging." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is BigBird special-token registration." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated issues: T5 Apex RMSNorm memory leak vs Qwen3 MoE CPU offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different model/runtime problems: Gemma FSDP2 shared_kv_state bug vs missing gradient-checkpointing flag." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset failure and Qwen3 auto-device cuda assert are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is special-token post-processing and the other is LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Apex RMSNorm leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example/model mismatch and quantization failure are not the same as offloading-with-quantization behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a backend_tokenizer AttributeError and the other is a Kimi tokenizer regression with codec handling." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to fbank feature extraction." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs list_repo_files revision-forwarding bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen variants and different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to the single-label zero-loss classification bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 incorrect outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position ids are different problems." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug and DAC from_latents/STE mismatch do not share the same code path." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping failures are different subsystems." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading and sinq save/load quantization breakage are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment and RTDetrV2 output changes are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT loading are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure is not the same as bfloat16 dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: compile/SDPA vs DAC from_latents reconstruction mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing error and Gemma3n variable collision are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding and Perceiver image-resolution failure are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error and sleng-bert loading failure are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration and DAC STE mismatch 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": 20, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43716", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43531|issue:43643", + "issue:43335|issue:43756", + "issue:43388|issue:46032", + "issue:43643|issue:44877", + "issue:43716|issue:44008", + "issue:44843|issue:45081", + "issue:30064|issue:36331", + "issue:43950|issue:45987", + "issue:44821|issue:45084", + "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:45584|issue:45834", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:46294|issue:46463", + "issue:43322|issue:45685", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44485|issue:44509" + ], + "prepared_review_unit_hash": "442e473d8494ade2f15614784f242324de9868ae64bb26a98894102f066f8f47", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35073, + "estimated_input_tokens": 8769, + "estimated_eval_tokens": 17794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: most items are unrelated model/config/regression bugs that only share broad Transformers similarity. The only near-adjacent pair is the Mistral tokenizer helper issues, but they still describe different failure modes, so no soft duplicates are accepted.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44843 is the most representative issue in the cluster: it has strong discussion activity, an inbound reference, and sits in the only clearly related sub-area (_patch_mistral_regex / tokenizer loading) among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best overall representative because it is a concrete, well-documented regression with clear user impact and stronger cross-references than the surrounding items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Wrong input validation/XOR error vs a zero-loss classification bug; different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs trust_remote_code config field loss; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation bug vs RoPE-layer drop bug; both are model-arch issues but unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric label truncation in gather_for_metrics vs incorrect use_cache results in Mamba2Mixer; distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection; different underlying failures." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs Gemma3n variable-name collision causing AttributeError; unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one fails due to an unconditional model_info() call/offline mode and the other due to missing backend_tokenizer; related area, different concrete bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug vs Trainer compute_loss kwarg regression; no shared code path." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained corrupting non-persistent buffers vs StaticCache seq-length return-type bug; different subsystems." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL-loading failure vs template compilation error; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions (Pegasus output drift vs CamemBERT masked-LM predictions), not a duplicate bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR index error; docs/example issue vs runtime model bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different components." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs qwen2.5-vl vision_position_ids regression; different failure modes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation issue vs Kosmos2.5 long OCR input index error; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype handling vs Video-LLaVA temporal-attention/weight-sharing issue; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; distinct regressions." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression vs Kosmos2.5 OCR indexing; no substantive overlap." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch vs T5 decoder-input validation messaging; different models and failures." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault vs MPS histogram-not-implemented error in moe; different runtime issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline docs mentioning removed tasks vs SigLIP2 AutoModel/pipeline nonsensical results; docs cleanup and model behavior are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; different scope and problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43452|issue:44991", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:43262|issue:43819", + "issue:44671|issue:45701", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43550|issue:44912", + "issue:43638|issue:44936" + ], + "prepared_review_unit_hash": "0d04f208633fa4ecd6f82c8d8e843e03c1bf088973773a32e185ee08a6dfdd29", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36079, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped together; only one pair looks plausibly like the same v5 remote-code regression. The rest are distinct bugs, warnings, or unrelated subsystem failures.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative report of the remote_code breakage in recent transformers versions; 44561 is a narrower specific cause within that same regression family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best cluster representative because it describes the general user-visible failure mode and has the broadest scope among the near-duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "Both describe recent v5 breakage for remote_code/trust_remote_code models; 44561 is a specific root cause, while 45020 is the broader regression report." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Different code paths: one is a StaticCache return-type contract bug, the other ignores return_tensors when text_kwargs is passed." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but the concrete failures and likely fixes differ (gguf_file handling vs a specific tokenizer load failure)." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "One is a mask/index shape mismatch error, the other is an evaluate-after-train failure; no shared underlying bug is evident." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The second is a broad slow-vs-fast tokenizer inconsistency report; the first is a specific added-token spacing symptom, but they are not clearly the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated model issues: input-size mismatch for OmDet-Turbo vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: packed-weight unpacking during loading vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading issue and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message wording bug, the other is stale docs; related theme, but not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow packaging/backend inclusion and Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to CUDA AMP loss crashes." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and failures: tied lm_head weights vs weight_only loading error." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate default bug and DAC STE mismatch are separate issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and general tokenization changes are too broad and not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are unrelated code-paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are init/load-time attribute errors, but one is Mistral tokenizer regex patching and the other is Gemma4Processor missing _tokenizer; no shared root cause." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings in Qwen models, but one reports an incorrect weight-tie bug while the other is about a configuration warning during LoRA fine-tuning." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue and an FP8 inference failure are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading key error is not the same as the broader remote_code regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and auto_mappings stale config references are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error and PIL backend torchvision requirement are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug and FSDP CPU RAM efficient loading failure are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are distinct model/runtime problems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed Zero3 index error and trainer evaluate-after-train failure do not share a concrete root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair is conservatively justified by the issue titles: 44561 names a specific v5 remote_code breakage cause, while 45020 is the broader user-facing regression report. The remaining pairs are appropriately treated as non-duplicates based on distinct failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45372", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46326", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43650|issue:43906", + "issue:36010|issue:43645", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:46421|issue:46424", + "issue:43854|issue:44977", + "issue:36010|issue:36331", + "issue:39692|issue:44912", + "issue:44387|issue:44617", + "issue:43531|issue:45042", + "issue:45459|issue:45803", + "issue:43526|issue:44554", + "issue:43749|issue:44291", + "issue:43262|issue:44811", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:43454|issue:43577", + "issue:45372|issue:46326", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "8902764df33d2df481318c4a9f5d104ab0d4c60fb1f1a70371adbe2524583d31", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35604, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most suggested pairs are false positives: they share a broad subsystem name (loading, quantization, processors, cache, offload) but describe different concrete failures. The only plausible duplicate is the Qwen video-path regression pair, where the broader v5.3.0 video input regression likely subsumes the specific undefined-variable bug in `_get_num_multimodal_tokens`.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broader, more user-facing report and appears to subsume the specific video-token helper failure described in issue:43329.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best anchor for the duplicate cluster because it covers the wider regression surface across multiple Qwen video models while matching the same code path implied by issue:43329.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different features and failures: GraniteSpeech PEFT checkpoint loading vs Whisper batch decoding skip_special_tokens." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Both are model-loading bugs, but one is DAC latent reconstruction mismatch and the other is DiaConfig save/load token-id loss." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated areas: BarkProcessor voice_preset vs CustomTrainer compute_loss keyword regression." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic placeholder issue vs isolated reproduction of a different bug; no shared underlying code path is apparent." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.x import/init breakage, but one is GenerationMixin import removal and the other is custom model initialization in notebooks." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Accelerate packed-weight unpacking bug vs image processor size mismatch; no same bug indication." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but one is lazy initialization causing recompilation and the other is max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: GLM-4.7-Flash load issues vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to a custom compute_loss signature mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to git-oss-20b MXFP4 loading fallback." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both end in OOM, but one is int4 quantization reserved-memory growth and the other is a Sam3Video workload memory issue." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern exception handling, but they affect different tokenizer/conversion paths and different errors." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument compatibility." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling rate defaulting and Whisper batch_decode special-token handling are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight-conversion during accelerate+deepspeed loading is unrelated to multimodal video token counting undefined variables." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM text_config unwrapping are distinct configuration bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head weight tying and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is a missing ReasoningEffort import and the other is continue_final_message tokenizer behavior." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-path warning is unrelated to Qwen3 MoE weight conversion/loading." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but one is a token-count helper crash and the other is a batched-shape bug in video processors." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both are CPU-offload issues, but on different models and code paths; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to GPT-OSS perplexity on WikiText-2." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same Qwen video-input regression; the undefined-variable bug in the video branch plausibly explains the broader v5.3.0 failure across affected models." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token regression and Kimi-K2.5 codec/warning regression are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The single accepted soft-edge pair is framed as a plausible same-code-path Qwen video regression, not as a proven duplicate, and the remaining pairs are conservatively rejected based on distinct titles/symptoms. No obvious overstatement is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43646", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46463", + "issue:46468" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:29159|issue:34567", + "issue:43404|issue:45127", + "issue:44291|issue:45042", + "issue:43257|issue:43931", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:41720|issue:43540", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:45137|issue:45405", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:44479|issue:45381", + "issue:43742|issue:44291", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:38175|issue:44898", + "issue:44737|issue:46463", + "issue:44062|issue:44991", + "issue:43257|issue:43696", + "issue:43906|issue:46468", + "issue:34567|issue:36331", + "issue:43646|issue:43749", + "issue:43577|issue:45072" + ], + "prepared_review_unit_hash": "c691f9ffa20359ce1a6e5e14d4f7433d15ca81a2fab297fbb9f49dd614c23d69", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36976, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issues across different models/features. The only plausible duplicate pair is the Qwen video-input regression cluster: issue 44479 appears to be the broader report, and 45381 looks like a narrower manifestation of the same underlying vision-position-id/video-input bug.", + "confidence": 0.89, + "canonical_issue_reason": "Choose issue 44479 as canonical: it describes the broader Qwen video-input regression across multiple model variants, while 45381 is a narrower Qwen2.5-VL-specific report that fits the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best representative because it captures the widest affected surface area of the one plausible duplicate cluster and is the clearest anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different failure modes (FP8 config vs key error)." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting; no shared code-path bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a missing lm_head tie in a model class and the other is LoRA merge collapse after vocab extension; different concrete defects." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected init_empty_weights argument error is unrelated to PIL image processor torchvision requirements." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen loading problems: accelerate+deepspeed weight conversion vs VL weight-shape mismatch." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and errors; one is Qwen3Moe FP8 loading, the other is AutoImageProcessor URL loading." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 is not the same bug as Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading failure is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and tokenization-version drift are different issues." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 loading failure and CLIPTokenizer max_length default are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is not the same as CLIPTokenizer max_length behavior." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-family failures, but one is auto device mapping/cuda assert and the other is video-input processing." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload loading failure is unrelated to tokenizer max_length defaults." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to TrainerState token accounting." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but they target different Qwen models and different failure manifestations; not enough evidence of the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input errors on different model families; no clear shared underlying defect." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is add_special_tokens/BOS-EOS behavior and the other is tokenizer.json pre-tokenizer override; distinct bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These describe the same Qwen video-input regression; 45381 is a specific Qwen2.5-VL manifestation of the broader regression reported in 44479." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading errors with no shared code path or model behavior." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "One is a model-loading failure and the other is an API regression in list_repo_files forwarding revision." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are different vision-model issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange regression is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument collision and est-roberta tokenizer loading failure are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are different problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a reproduction of an existing issue; the other is a broken official Nemotron example. No evidence they are the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature breakage are separate trainer issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage in Transformers 5.0 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype persistence and SwitchTransformers/TimmWrapperModel bf16 mismatch are different dtype-related bugs, not the same concrete failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and the soft-edge judgments are conservative overall. The 44479/45381 linkage is supported by the shared Qwen video-input / vision_position_ids context, and the rest of the pair rejections stay appropriately cautious given only title-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:44568|issue:46491", + "issue:44737|issue:45588", + "issue:44062|issue:45081", + "issue:43493|issue:43994", + "issue:27957|issue:28282", + "issue:43404|issue:45987", + "issue:44792|issue:44964", + "issue:36010|issue:42175", + "issue:44291|issue:44821", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:43749|issue:44756", + "issue:45823|issue:46463", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43452|issue:44488", + "issue:43906|issue:45381", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:44913|issue:46121", + "issue:43526|issue:45479", + "issue:43643|issue:45375", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "bbb37cff7391431d48e7b9bf95046281e26274fe95cee16ecd17631b49e33de8", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous collection of Transformer bugs and regressions across tokenizers, model loading, config handling, attention, and multimodal paths. The soft pairs mostly share surface-level subsystem similarity, but they do not appear to describe the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest and most central regression report in the cluster, affecting multiple tokenizers/models rather than a single narrow edge case, so it is the closest thing to a representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer round-trip/token handling problems, but one is about add_special_tokens failing to add BOS/EOS for mDeBERTa, while the other is a CodeLlama leading-space encode\u2192decode regression. Different models and different failure modes." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement in relative positional encoding is unrelated to a flash-attention crash on sink-less models; same general runtime area, but not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is an AddedToken special-argument conflict and the other is a Mistral regex patch crashing on a missing backend_tokenizer attribute. Different code paths and symptoms." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one is a discrepancy vs the original JAX implementation and the other is nonsensical outputs when used via AutoModel/pipeline. Too broad to be the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and an AutoModel ImportError for missing PyTorch are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "One is a weight-tying bug in Mistral3ForConditionalGeneration; the other is StaticCache.get_seq_length() returning the wrong type. Different components and failure modes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both affect model loading for multimodal models, but one is a janus image-generation test failure and the other is a Phi-4-multimodal load regression. No evidence they share the same code defect." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Both are import/backend related, but one is a missing GenerationMixin import and the other is an installation/dependency packaging issue for TensorFlow in a torch-only install. Not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model-construction bug; AutoImageProcessor from URL is an image-processor loading issue. Different paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch for AutoModel and Llama 3.2 Vision load breakage are distinct; one is environment dependency detection, the other is a model-loading regression." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow missing from a torch install is packaging-related, whereas Qwen2.5-VL import failure is a model export/import issue. No concrete shared bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo to avoid OOM are both memory-related, but they target different mechanisms and platforms." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch during forward and T5 decoder-input validation error messaging are unrelated model/runtime issues." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend requiring torchvision and Mistral regex patch crashes are different subsystems and failure points." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Loading facebook/MobileLLM-125M with a key error and missing Float8 storage object are separate loading/runtime failures." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weights not converted under accelerate+deepspeed and Smollm3 RoPE layer mismatch are unrelated model-specific implementation bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and failure to load cjvt/sleng-bert are both loading issues, but they affect different APIs and likely different root causes." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of an earlier issue and a qwen2.5-vl video position-id regression are not the same concrete bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A bumped MIN_PEFT_VERSION that is unreleased and stale auto_mappings references to removed configs are both maintenance regressions, but they are different fixes and different code paths." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-encoder key regression is a checkpoint serialization bug, while issue:45920 is a tokenizer ID regression affecting multiple models. Not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "AutoModel missing PyTorch and a clearer error for insufficient layoutlmv3 boxes are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor loading from URL are different features and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and a missing decorator causing use_kernels=True crashes in Qwen3.5 are separate model/configuration bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload regression and convert_rope_params_to_dict rejecting JSON-loaded lists are both RoPE-related, but one is config persistence and the other is validation/type handling." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and degenerate zero loss in sequence classification are unrelated preprocessing vs training-loss bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig returns and Qwen3_5MoeVisionConfig dropping deepstack_visual_indexes are both config-field preservation issues, but for different config classes and mechanisms." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained regression are distinct problems affecting different model families and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:44625|issue:44877", + "issue:43756|issue:45325", + "issue:42898|issue:46491", + "issue:43582|issue:44977", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:24643|issue:29127", + "issue:43452|issue:44843", + "issue:44514|issue:45381", + "issue:43819|issue:44811", + "issue:45372|issue:46170", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:44484|issue:44704", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43577|issue:43697", + "issue:44493|issue:46050", + "issue:43653|issue:44568", + "issue:44843|issue:44991", + "issue:43756|issue:46402", + "issue:29159|issue:33357", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "c7e5425f7b41036b03312bb955147e4b72f36b2bbc1ab69a46fae1a10db73d7b", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of unrelated bug reports, mostly around tokenizers, processors, model loading, and generation regressions. The soft links are based on broad lexical similarity, not the same underlying defect, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failure modes: BitNet loading/unpacking vs Perceiver positional interpolation." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token defaults and T5 decoder-input validation are unrelated bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "One is config propagation for Qwen3.5; the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they affect different models and different logic paths." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 cleanup-setting change and the other is a CodeLlama round-trip spacing bug." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Trainer evaluate-after-train failure are distinct code paths." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they describe different serialization/loading behaviors and are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to LayoutLMv3 box-info error messaging." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect from_pretrained/tokenizer loading, but one is gguf handling and the other is an offline model_info call in regex patching." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is batched chat template padding and the other is video vision_position_ids." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction and Whisper batch_decode token skipping are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import regression is unrelated to Windows ROCm torch.distributed import/type errors." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failures: MLuke task AttributeError vs FastSpeech2Conformer loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are separate model/processor issues." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug and Gemma4 device-map forward mismatch are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading breakage and Blip2 dtype not propagating are different load-time bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern TensorFlow backends, but one is missing TF installation handling and the other is an unsupported backend mapping entry." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions in different tokenizer/processor code paths and different models." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output changes are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantized save/load breakage are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token registration and mDeBERTa special-token addition failure are different tokenizer bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the offline model_info bug is separate from the est-roberta loading failure." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3Model text-encoder weights not loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-loading/runtime 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": 20, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33666", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:44514|issue:45290", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:28282|issue:35141", + "issue:43643|issue:44561", + "issue:45491|issue:46002", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:28282|issue:32090", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44849|issue:46209", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "8dafded6ae124b7b425e406afab41167319b0abef51094c35183e11a96641bda", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38096, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated regressions across loading, generation, tokenizer, and model-architecture paths. None of the soft pairs looks like a true duplicate, so I would not merge any of them; issue 43927 is the cleanest single representative of a concrete, reproducible config/load bug.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 43927 is the most self-contained, reproducible bug in the set: custom token IDs are lost on save/load and then trigger an IndexError during generation.", + "canonical_pr_reason": null, + "best_issue_reason": "Same reason: it has a clear failure mode and a likely actionable code path, making it the best representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: tokenizer special-token registration vs config fields being dropped on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation correctness, but they describe different mechanisms and code paths." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the input conditions and failure causes differ." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure vs config serialization losing custom token IDs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete root cause." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation issues, but one is chunked compiled forward and the other is flash-attention behavior." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch vs embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is removal of a utility function." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they affect different models and different parts of the stack." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs for different model families and different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field load failure is not the same as torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading bug vs processor/model size mismatch." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but the reported serialization failures are different." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs import path breakage are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError while loading a model vs inability to load an image processor from URL are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different inference failures: flash-attention generation vs FP8 on B200." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Dtype propagation in BLIP2 is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/model-divergence bugs, not the same underlying defect." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert during device-mapped Qwen3 load is not the same as compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError vs Trainer broadcast NoneType TypeError are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Accelerate unpacking bug for BitNet is unrelated to config token-ID loss." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors, but one is sampling-rate defaulting and the other is tokenizer/image passthrough regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to save/load token-ID persistence." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading issues, but they concern different loaders and different failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mapping mismatch and quantized save/load breakage are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue vs CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs vs ignored return_tensors are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they are different fields in different models." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different model-loading failures with no shared root cause." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation-message issue are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure vs dependency version pinning are not duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example errors are unrelated to a core implementation discrepancy." + } + ] + }, + "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": 20, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43749", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:44849|issue:45357", + "issue:44568|issue:46489", + "issue:45200|issue:45229", + "issue:39692|issue:43295", + "issue:43688|issue:43749", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:44568|issue:45812", + "issue:44464|issue:46424", + "issue:43493|issue:43844", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43688|issue:45704", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:45229|issue:45823", + "issue:43572|issue:44291", + "issue:44792|issue:45405", + "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "98a1dd4157c80931424211c49e79269df3238305522c1433a1d7435b148f782b", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose bundle of mostly unrelated Transformers bug reports, with several small tokenizer/config/model-specific similarity pairs but no pair that clearly describes the same underlying bug. I would not merge any of the soft candidates; the cluster is better treated as multiple separate subtopics.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45812 is the strongest representative of the cluster because it is a broad, high-impact v5 tokenizer regression with multiple inbound references, but the overall set is too heterogeneous to have a true single duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best single issue to anchor this cluster: it is concrete, broadly applicable, and closer to a cross-cutting regression than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is a num_labels propagation bug; different code paths and fixes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "One is a dtype-loading bug in BLIP2, the other is an MPS attention correctness issue; no shared underlying defect." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is an output_hidden_states bug and the other is incorrect save_pretrained visual encoder keys; separate problems." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 fine-tuning token-type defaults vs multi-GPU inference OOM are unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc/example errors and a processor.tokenizer regression are different failures with different fixes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are distinct training/runtime bugs." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "One is a model load failure for a specific checkpoint, the other is an offline-mode regression in tokenizer regex patching; different root causes." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3.5-family, but one is video processing and the other is flash-attention generation behavior; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different models and symptoms; one is special-token handling, the other incorrect token IDs for Granite." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache_config max_cache_length behavior." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and ZeRO-3 gradient explosion are unrelated correctness issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different v5 regressions." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are similar class of config issues but clearly different model/config paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import failure for a specific Qwen2.5-VL class and Float8 storage lookup error are unrelated import/runtime bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are entirely different problems." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type lookup and flash_attn import_utils KeyError are separate backend/import issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 Apex FusedRMSNorm memory leak are unrelated model-specific bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config and AutoModelForCausalLM.from_config not unwrapping text_config are different composite-config issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch in eval and ZeRO-3 gradient growth are not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field blocking BEiT preset load and Bark CPU-offload device mismatch are unrelated load/runtime failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are separate tokenizer/config bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and Gemma4 PLE device mismatch share a model family but not the same failure mode." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm pad_token_idx regression and unexpected _is_hf_initialized argument in init_empty_weights are distinct config/API breakages." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and MIN_PEFT_VERSION bump are not the same underlying bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text model structural inconsistency are different model-structure regressions." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weights not converted with accelerate+deepspeed and Qwen3VL MoE loading breakage are related by family only, not the same concrete issue." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP loading OOM for Qwen2-57B and a PEFT version bump 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": 20, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44625", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44625|issue:45759", + "issue:44554|issue:46365", + "issue:43688|issue:45701", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43688|issue:43873", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43065|issue:46369", + "issue:43278|issue:43701", + "issue:43873|issue:46050", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:43493|issue:43701", + "issue:45406|issue:46121", + "issue:45823|issue:46192" + ], + "prepared_review_unit_hash": "8c543ea7c28d459463ae4ac6e16d47a49b354693b18bc68f11d46e5ef3edb72d", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36100, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated bug reports. None of the proposed soft pairs look like the same underlying issue/change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different failure modes: legacy pretrained-field loading for BEiT vs BigBirdTokenizer special-token registration/empty decode." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated bugs: CPU offload device mismatch in suno/bark-small vs a stale GraniteSpeech CI test override." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Qwen config propagation of num_labels is a different code path from unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to importing Trainer failing because of the datasets package." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization bug is not the same as a version-dependent tokenization regression." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to sinq save/load quantization breakage." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are different subsystems and bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient explosion during training is not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys point to different model bugs." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization is unrelated to offloading behavior with quantization." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a different issue from NoneType being passed to _gpu_broadcast_one." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra whitespace after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation failure is not the same as a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to an incorrect PyTorch version check in flex_attention." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure is unrelated to unexpected zero probabilities in SigLIP2." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error is unrelated to Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading not working as expected is different from a broken sinq save_pretrained/from_pretrained flow." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are not the same as Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Text-only Gemma4 mm_token_type_ids defaults are unrelated to a device_map='auto' forward device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are a different bug from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs are not the same as crashing on tool-call assistant messages with no content." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states behavior are separate generation bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to convert_rope_params_to_dict failing on a JSON-loaded list." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device mismatch and return_tensors being ignored affect different code paths and outcomes." + } + ] + }, + "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": 20, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44857", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:28218|issue:33357", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:39692|issue:46192", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43572|issue:43957", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:45520|issue:46178", + "issue:45381|issue:46209", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:37428|issue:43957", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:42915|issue:43824", + "issue:43295|issue:43493", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:43262|issue:43450", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "fa97e3e389ca713f95dd870e7e79780b934001f5e61c2b2fbae54defe867283a", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37614, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers bug reports. A few pairs share broad vocabulary (tokenizers, processors, multimodal models), but the titles point to different concrete failure modes, so I would not merge any of the soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43295 is the best anchor because it is a clear regression report and one of the most connected items in the soft-similarity graph, but it is still distinct from the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the strongest standalone issue in this set: it describes a specific user-facing regression, is easy to understand, and is the closest thing here to a central duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video-shape bug; different code paths and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error in a CLIP model; unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression vs OmDet-Turbo input-size mismatch; not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs tokenizer codec/warning regression; different subsystems and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer API regression vs quantization offloading issue; too far apart to be one fix." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs loading a specific model failing; same broad area, different concrete problem." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors vs return_tensors handling bug; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA failure in one model vs gradient explosion with ZeRO-3; different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights vs collapse after LoRA merge with extended vocab; not the same code-path." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config attribute regression for StableLm vs meta-device loading breakage; both loading-related but distinct." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure vs RT-DETR memory leak; no shared underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained vs CLIP class structure inconsistency; different regressions." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 vs tensorflow_text backend mapping error; unrelated import issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision position IDs bug vs FP8 inference failure on B200; different models and failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 multimodal token type defaults vs Qwen2.5-VL rope scaling bug; not the same issue." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug vs large-model OOM under tensor parallelism; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-support import vs meta-device loading regression; both loading-related but not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id vs Llama4 missing pad_token_id; similar symptom, but different model/config paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2_5_VL class vs DeepSeek coder detokenization bug; completely different issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero probabilities vs broader HF-vs-JAX discrepancy; related model family, but not clearly the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech stale CI test; different artifacts." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash local path import warning vs CUDA OOM on GPT-oss; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate vs Qwen3 MoE memory inefficiency; different regressions." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs return_tensors being ignored; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen2_5_VL import error; different models and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer API regression vs SigLIP2 implementation discrepancy; same broad multimodal area, but not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer vs Wav2Vec2 save_pretrained/tokenization failure; distinct tokenizer bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "flash_supports_window_size import error vs missing Qwen2_5_VL export; both import-related, but different symbols and causes." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output anomaly vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import issue vs Windows ROCm torch.distributed dependency issue; different platform problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template default sampling rate vs video batch-shape bug; different processors and code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch vs AMP/CUDA crash in image loss; 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": 20, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:45290|issue:46326", + "issue:44514|issue:44521", + "issue:43819|issue:45083", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:44206|issue:45584", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:42796|issue:46209", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:43819|issue:44493", + "issue:43278|issue:43825", + "issue:44206|issue:45823", + "issue:29942|issue:32090", + "issue:39692|issue:43526", + "issue:45588|issue:45859", + "issue:43335|issue:45083" + ], + "prepared_review_unit_hash": "2decfecdda85e977614f052febd61939aa709485f3bd0d5011ca8d406137e5f2", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37182, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly connect superficially similar transformer/model bugs, but they do not look like the same underlying issue. I would keep issue:43335 as the best canonical issue because it is the most connected concrete bug in the set; there are no PRs here.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43335 has the highest soft-link connectivity in this set and is a well-scoped, concrete bug report; the rest of the cluster is mostly unrelated one-off regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the best representative to anchor this cluster because it is the most central issue and still specific enough to serve as a canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing/import utility helpers, but they are different symbols and different breakages, not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: multimodal config unwrapping vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "One is a DAC latent/STE correctness issue; the other is a CI test failure from a stale device override." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/API regressions, but they concern different pipeline behaviors and different docs pages." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but the concrete failures differ: tool-call assistant messages vs continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same broad API area, but one is a batched padding crash and the other is all-zero assistant masks; not the same underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: DAC forward/latents vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware failures on different accelerators and inference paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is an AMP/CUDA loss crash; the other is missing auxiliary losses when denoising is disabled." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Config construction bug vs runtime torch.compile/SDPA failure; not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading regressions, but they affect different model-loading mechanisms and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions in different components: feature extractor arg handling vs Whisper empty-transcription generation." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device-mismatch offload bug vs unrelated qwen3_omni feature-length helper issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for a flash-attention helper is not the same as broad Torch 2.10 incompatibility." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated problems." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus model test failure and a stale warning in paged generate() are different defects." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output mismatch and Qwen recurrent-state reset are different model behaviors/code paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs in different subsystems: Gemma4 token-type defaults vs flash_attention aux-state handling." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count limit error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA model bug and a CI test issue do not look like the same underlying defect." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Import-time JIT parsing error vs qwen3_omni helper behavior; different code paths." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Flash-attention helper import failure and HybridCache import failure are different missing-symbol issues." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs BEiT legacy-field loading." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "A DAC/STE mismatch is not the same as unexpected position-id key warnings." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and an incorrect pipeline error message are unrelated regressions." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes in different models: unsupported feature-extractor arg vs PLE device mismatch." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and Trainer GPU broadcast NoneType errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "A SigLIP2 docs example bug and a BeitImageProcessorFast label-reduction bug are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload/attention-related code, but one crashes on s_aux=None and the other is a CPU-offload incompatibility in a rotary embedding." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config creation and qwen3_omni feature-length helper behavior are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:43720|issue:44112", + "issue:43388|issue:43526", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45290|issue:45381", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:45920|issue:46192", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:44855|issue:46399", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:27957|issue:34689", + "issue:44857|issue:45588", + "issue:44977|issue:45563", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "c7a22d52c0c03e20047e57438a11d0e3827a55c77808aa4b352ba93be221e52f", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft duplicate looks strong: the two Qwen3.5-MoE from_pretrained error issues are effectively the same report. The rest are different bugs touching different models, APIs, or failure modes, so I would keep them separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier report and is an exact title match for issue:45478, so it cleanly represents the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best overall issue in this set because it is the clearest canonical duplicate target and has the earliest report of the shared Qwen3.5-MoE from_pretrained failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failures: BitNet accelerate loading vs a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but the bugs differ: last-batch metric gathering vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated issues: tokenizer error masking with missing protobuf vs a missing import_utils availability helper." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical Qwen3.5-MoE from_pretrained failure report, just duplicated later." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different models and problems: SwitchTransformers sparse-layer config vs GraniteSpeech CI failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Not the same bug; one is SwitchTransformers config construction, the other is D-FINE auxiliary loss behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen-related, but the bugs are different: chat template tool-call crash vs wrong vision_position_ids for video input." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different kinds of regressions: SigLIP2 doc example errors vs unexpected position-id keys across many models." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug vs embedding reinitialization bug; same broad area but not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes and code paths: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are version regressions, but for different models and symptoms: Pegasus output drift vs DeepSeek tokenizer errors." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Unrelated loading issues: trailing-slash path warning vs GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different topics: DSA indexer architecture comment vs a v5 compatibility break from removing is_torch_fx_available." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but the models and crashes differ: LwDetrImageLoss AMP vs SwitchTransformers/TimmWrapper bfloat16 mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and scope: zero probabilities in one SigLIP2 model vs unexpected position-id keys across many models." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer wrong IDs is a different bug from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading regression vs embedding reinitialization after resize; not the same underlying defect." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Completely different failures: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator-related errors, but one is Python 3.13 parsing of DebertaV2, the other is Qwen3.5 kernel registration." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: clearer LayoutLMv3 error messaging vs Trainer broadcast TypeError with NoneType." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Both involve model/runtime behavior, but one is Bamba torch.compile with SDPA and the other is qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Different save/load bugs: DiaConfig token IDs persistence vs loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Different loading problems: trailing-slash import warning vs Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different domains and causes: Qwen2.5-VL iterable multi-image fine-tuning vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A v5 compatibility break from removed helper is unrelated to DeepSeek tokenizer output regressions." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different loading/runtime issues for different models: XLMRoberta Flash Attention 2 vs Llama 3.2 Vision load breakage." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention-related crashes: loss AMP overflow vs AttributeError on s_aux=None in integration code." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is generation failure with flash-attention; the other is a stale warning in paged generate() for num_return_sequences." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different tokenizer/model behaviors: add_special_tokens regression vs Gemma3 NaN embeddings from mixed-length batching." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet. The canonical choice is supported by the exact title match and earlier creation date for issue:45310 vs issue:45478, and the remaining soft-edge rejections are conservative and align with the differing titles/symptoms in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:25251", + "issue:26413", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43746", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46209", + "issue:46369" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43278|issue:43381", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:36010|issue:37428", + "issue:43746|issue:46209", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:42915|issue:42994", + "issue:45459|issue:45712", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:45412|issue:46369", + "issue:43278|issue:43575", + "issue:26413|issue:31501", + "issue:44206|issue:44479", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "f15bb1b81c3de8b26f2e584673602c46fdea69f44d51b326dee1c0fc73fd60c3", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36529, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous false positives: several items are broadly about import errors, tokenizer regressions, or quantization issues, but none of the soft pairs look like the same concrete bug/change closely enough to merge. I would not collapse any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45372 is the most concrete, actively discussed report with a clear failure mode and enough context to serve as a weak anchor if one issue must represent the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the best representative only in the sense that it is detailed and actionable; the rest of the cluster is too unrelated for a strong duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import vs MacOS bus error in CLIP; different failure modes and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv support vs flash-attention null-handling crash; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink-less crash and device_map auto device mismatch are different concrete problems." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters vs FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation output regression and lm_head serialization inconsistency are different issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature swallowing errors in tensor conversion." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit vs stale generate() warning; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue is unrelated to recurrent state reset with cache." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder and RT-DETR memory leak are distinct problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-params JSON list TypeError are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/quantization errors are not the same issue." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 inference failure on Qwen3Moe and quantized model saving failure are different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error handling and leftover dummy classes are unrelated repository issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation regression do not share a concrete code path." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility break and DeepseekV3MoE divergence are different kinds of failures." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are separate memory problems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is not the same as FineWeb training not starting." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in an extractor and Qwen video-input regression are different failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ReasoningEffort import break and protobuf decode-error masking are unrelated import/error-handling bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different model/test 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": 20, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44734", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46369" + ], + "soft_pairs": [ + "issue:43066|issue:44462", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:44734|issue:45406", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:43873|issue:45229", + "issue:43065|issue:43994", + "issue:27957|issue:29942", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43526|issue:45834", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:43526|issue:44186", + "issue:42490|issue:43381", + "issue:43761|issue:45859", + "issue:43575|issue:44387", + "issue:43526|issue:44857", + "issue:27957|issue:33357", + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:44977|issue:45245", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:42915|issue:43931" + ], + "prepared_review_unit_hash": "08e68e729ea736be640cb98d2ae0a56f3ec3fcdce8641d0f79c4a4e17863363a", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36877, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the soft links are all false positives across unrelated bugs, models, and code paths. The titles overlap lexically (tokenizer, flash-attn, OOM, serve, etc.) but not at the concrete failure level.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue: the set is heterogeneous, with only superficial topic overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest/highest-activity report in the set, but it still does not anchor the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Different tokenizer bugs: decoder type mismatch vs ignoring tokenizer.json." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Unrelated models and failures: DistilBERT issue vs torch.jit generator-exp export error." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for trailing slash path vs quantization/offloading memory behavior." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different code paths: torch.export/torch_compilable_check vs Wav2Vec2 save/tokenization." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Checkpointing-in-eval bug vs resume_from_checkpoint key mismatch; not the same defect." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-related, but one is KV-cache indexing and the other is Gemma4Processor init." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decode bug vs AutoTokenizer loading the wrong tokenizer source." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor sync issue vs Gemma3 sliding-window NaNs; different failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory pressure, but one is offloading+quantization and the other is multi-GPU OOM." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and symptoms: Sam3PixelDecoder dummy layer vs SigLIP2 nonsense outputs." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Flash-Attn 2 support request vs failing Flash-Attn 2 tests; not one concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations: Smollm3 RoPE-layer issue vs DeepseekV3MoE divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 import dependency error vs Gemma4Processor missing _tokenizer; different root causes." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit reduce_labels bug vs Kosmos2.5 long-OCR index error; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are large-model memory failures, but on different models and with different triggers." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift vs undefined video helper/merge_size in multimodal token counting." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3 implementation mismatch vs D-FINE auxiliary-loss behavior; no shared code defect." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs with no shared failure path." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning vs gradient-checkpointing eval-mode restriction." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3 MoE CPU-offload incompatibility." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is model-parallel loading and the other is int4 reserved-memory regression." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Beit label reduction bug vs LwDetrImageLoss AMP crash; different subsystems." + }, + { + "left": "issue:27957", + "right": "issue:33357", + "accept": false, + "reason": "XLMRoberta Flash-Attn 2 issue vs CLIP MacOS bus error; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL load error due to pad_token_id vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading problem vs bfloat16 dtype mismatch; different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issue vs category-count limit RuntimeError; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 output corruption vs Sam3-litetext memory overflow." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2_5_VL import failure vs vague dependency issue; not the same problem." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch; different models and errors." + } + ] + }, + "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": 20, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:27957", + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:27957|issue:29127", + "issue:29127|issue:35141", + "issue:43262|issue:44206", + "issue:44464|issue:45584", + "issue:45588|issue:45600", + "issue:44743|issue:44811", + "issue:27957|issue:33290", + "issue:43646|issue:44077", + "issue:44977|issue:45584", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:46121|issue:46399", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:42175|issue:46234", + "issue:42796|issue:45290", + "issue:43873|issue:44871" + ], + "prepared_review_unit_hash": "8b5960db47ff7b1c11af36e69be00639f16b4009cd9fe82ceaad8774c24470c4", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36804, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issues with superficial title overlap (tokenizers, loading, generation, config, training). The soft links are mostly same-subsystem similarity, not the same underlying bug or mergeable change, so I would not collapse any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45698 is the broadest and most active open regression in the set, centered on save/load behavior, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 has the strongest triage value: open, well-discussed, and affecting a core serialization path that can surface in multiple downstream workflows.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and a LayoutLMv3 error-message issue are unrelated bugs in different models and code paths." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "One is about clearer validation errors for boxes; the other is about output embeddings being reinitialized after resize. Different failures." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch processor/feature-extractor behavior, but one is a wrong default sampling rate and the other is an unsupported argument crash. Not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription generation are different generation failures with different triggers." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling and stale auto_mappings config references are separate problems: runtime kernel crash vs CI/import mapping breakage." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset in Qwen3.5 and Whisper batch_decode ignoring skip_special_tokens are unrelated logic bugs." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Model support for Flash Attention 2 and DeepSpeed/Adafactor OOM are entirely different issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression and patchtsmixer post_init allowance are different API/validation concerns, not one underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both affect generation, but Qwen3.5 flash-attention behavior and Whisper empty-transcription handling are different model-specific failures." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer _gpu_broadcast_one NoneType errors are unrelated tokenizer vs distributed-training bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed and num_input_tokens_seen not updating are unrelated training issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor argument conflict and list_repo_files revision forwarding are different APIs and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings from sliding-window attention are distinct problems in different parts of the stack." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are both model-specific, but not the same code path or fix." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime behaviors." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError from a JSON-loaded list and a missing decorator for Qwen3.5 rotary registration are unrelated bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and missing pad_token_id on Llama4Config are different model config defects." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading regression and DeepSeekV3MoE divergence from remote implementation are different model-specific issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 vision loading breakage and base_model_prefix loading regression both involve loading, but the root causes are different." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are unrelated runtime failures." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and tokenizer loading failure are different subsystems and bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3.5 save_pretrained regression are both model-family issues, but not the same concrete bug." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression and a GenerationMixin import-path issue are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are not the same issue; one is model behavior, the other documentation cleanup." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 recurrent state reset are different model/runtime bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load themed, but they are not the same defect." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure and Fuyu tensor conversion swallowing exceptions are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow backend in a torch-only install and a missing import_utils symbol are different packaging/import issues." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Ministral BPE marker handling and chat_template crashes on tool-call assistant messages are both tokenizer-related, but they affect different paths and inputs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma3 eos_token_id mismatch 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": 20, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42617", + "issue:43295", + "issue:43316", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44610", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45479", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:44855|issue:45137", + "issue:44190|issue:44496", + "issue:44464|issue:46421", + "issue:44987|issue:46178", + "issue:43643|issue:44913", + "issue:44077|issue:44479", + "issue:44568|issue:45479", + "issue:43295|issue:43825", + "issue:43611|issue:43931", + "issue:45632|issue:46424", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:33290|issue:34689", + "issue:42617|issue:43575", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43316|issue:43716", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:42175|issue:43316", + "issue:43295|issue:44871", + "issue:45803|issue:46365", + "issue:43540|issue:44514" + ], + "prepared_review_unit_hash": "a58eaa9f438d5ef8159fcac45fc74d73c6cd32703be8b85bfdcb8bee600081f6", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-paired issues span unrelated regressions in loading, generation, tokenization, compilation, deepspeed, and processor behavior. I found no credible duplicate pairs and no meaningful single canonical issue for the set.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue stands out because the items are not a duplicate cluster; they cover many unrelated bug classes and model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication: the set is too diverse to anchor on one representative bug without misleading triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different APIs and failure modes: Gemma3TextConfig configuration discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel.forward missing hidden_states is a model output bug; allow_is_bidirectional_skip on torch.compile is an attention-kernel divergence issue." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/indentation error vs DeepSpeed ZeRO3 deque underflow; unrelated subsystems and symptoms." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading script failure is unrelated to an unrecognized model/config loading error for a specific checkpoint." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/prefill, but one is inconsistent outputs under compiled forward while the other is spurious recompilation from cache lazy init; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Transformers>=5.1 loading of one model vs Trainer import failing because of datasets/backend resolution; different code paths and root causes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing returned config fields is distinct from GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init allowance and Qwen video-input regression are different model/regression classes." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer add_special_tokens regression is not the same as single-label classification with num_labels=1 producing zero loss." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor.tokenizer/image handling regression is unrelated to an incorrect pipeline translation error message." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading break and Qwen3-VL weight-shape mismatch are different model-loading failures." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "trust_remote_code cache-path collision for local models is unrelated to max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k changing output structure is unrelated to AutoModel failing because PyTorch is missing." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs with no shared code path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM is not the same as Llama 3.2 Vision loading break." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and tp-load OOM for Qwen2-57B are separate issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to output embedding reinitialization during post_init." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM-125M are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and NoneType broadcast errors in Trainer are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and sam3-litetext memory overflow are different problems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The 'ADD THE DATA' issue is too vague to match Gemma pipeline roundtrip failure; no concrete shared bug." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging/import issue for tensorflow_text is unrelated to the Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are different multimodal/tokenization issues." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing interrupts in FuyuBatchFeature is unrelated to Trainer import failure involving datasets." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VLProcessor batched apply_chat_template crash are distinct processor 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": 20, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:41720", + "issue:41950", + "issue:43065", + "issue:43232", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43572", + "issue:43646", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43994", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46421" + ], + "soft_pairs": [ + "issue:44871|issue:45584", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43404|issue:43441", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43232|issue:43388", + "issue:44077|issue:44534", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:44792|issue:45600", + "issue:43673|issue:46421", + "issue:44190|issue:44964", + "issue:44617|issue:45584", + "issue:43673|issue:44743", + "issue:44534|issue:44913", + "issue:44855|issue:45588", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:41720|issue:45245" + ], + "prepared_review_unit_hash": "3cff294164186a5b1b58ec0a25c31d4871a17774a1e5163418611f9fc6e2a607", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issues that only share broad Transformers/v5 vocabulary. The only plausible duplicate pair is the chunked-prefill cache regression cluster around issues 43673 and 46421.", + "confidence": 0.66, + "canonical_issue_reason": "issue:46421 is the best representative because it describes the broader root cause (lazy cache initialization during chunked prefill) and likely subsumes the narrower symptom reported in issue:43673.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46421 is the strongest cluster anchor: it is the most general, clearly scoped cache/chunked-prefill regression and reads like the underlying problem rather than a symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different failures: Gemma EOS config vs Whisper empty-transcription generation." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus test failure are unrelated code paths." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare-except tensor conversion bug vs Windows/ROCm import dependency error." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video processor lookup vs SAM3 video output attribute error; not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS-token config mismatch and LoRA merge collapse are different problems." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3 is separate from FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 model-init breakage and GPTNeoX config reload drift are not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is different from missing model_type in config." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to SAM3Video OOM." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA extended-vocab collapse and Gemma 4 mm_token_type_ids defaulting are different issues." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are separate failures." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx config regression is unrelated to tensorflow_text backend mapping." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy BEIT preset loading and wrong custom module loading are different save/load bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to missing import_utils helper." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation sync_gpus kwargs handling and metric label gathering are different subsystems." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation is not the same as non-persistent buffer initialization junk." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are distinct." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Vision hidden_states regression does not match MoE load-balancing loss omission." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and Sam3LiteText auto_mappings CI break are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": true, + "reason": "Both point to the same chunked-prefill cache initialization regression; 46421 states the broader root cause." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3Video OOM and Whisper empty-transcription generation failure have no shared code path." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing and Qwen3.5 recurrent-state reset are different cache bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct reload defaults are separate config/state issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing/indentation error is unrelated to flash_attention s_aux handling." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for Qwen VL models and KV-cache continuation indexing crash are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() is not the same as SigLIP2 pipeline/model output corruption." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and category-count overflow are completely different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 43673/46421 cache/chunked-prefill pair is the only clearly plausible duplicate cluster from the provided titles, and the other soft-edge rejections do not overclaim equivalence. No unsupported mergeability claims appear." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42490", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43931", + "issue:43976", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44521", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46489" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:35141|issue:42490", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:44617|issue:46369", + "issue:43540|issue:44734", + "issue:25251|issue:27957", + "issue:44779|issue:46489", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:44521|issue:45381", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:45632|issue:46421", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:43404|issue:45216", + "issue:45245|issue:45584" + ], + "prepared_review_unit_hash": "5f4ea19d0fe200cdbe764101bd84a43fe74f26a0d982846b96cd0b80a6f22311", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35519, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with only one plausible duplicate pair: the DeepSeek tokenizer regression in v5. The rest share superficial keywords (tokenizer, config, model loading, memory, Python versions) but describe different models or code paths.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46489 is the most specific and actionable DeepSeek tokenizer regression report: it names the affected model family, the v5 breakage, and the remaining gap in PR #44801's fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the best representative issue for the only real duplicate cluster because it pinpoints the concrete v5 tokenizer regression and the unresolved fix gap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both mention Qwen and weights, but they are different model families and different bugs: a load-time shape mismatch vs an incorrect tied-weights warning." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen2.5-VL video position IDs vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated bugs: embedding reinitialization after resize vs import warning for trailing-slash local paths." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python compatibility, but one is a version support issue and the other is a specific IndentationError in a scripted model import." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different problems: non-persistent buffer initialization in Transformers 5.0 vs GPTNeoXConfig losing rotary_pct on reload." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Completely different code paths: torch.compile/SDPA failure in Bamba vs local dataset loading in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but they are different model-specific loading issues and not the same underlying bug." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different save/merge paths and different models: LoRA merge collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same broad Sam3 family, but OOM in Sam3Video is not the same bug as memory overflow in Sam3-LiteText." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Unrelated: Qwen3OmniMoe video input validation failure vs serving KV-cache continuation indexing bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "No common underlying bug: pipeline top_k nesting change vs Flash Attention 2 support for XLMRoberta." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in Transformers v5; 46489 is a more specific form of the same broken tokenizer behavior and references the partial fix gap." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer creation on zero sparse layers vs dataset loading failure in an image-classification script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI/test breakage, but the underlying causes are different and model-specific." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different API issues: cache-path collision for trust_remote_code vs a missing availability helper in import_utils." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve Hub/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files missing revision forwarding." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: XLNet device placement in relative positional encoding vs bare except swallowing interrupts/errors in FuyuBatchFeature." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failure modes: empty multi-label classification results vs local dataset loading failure." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated environment/backend issues: Python 3.14 import failure vs tensorboard-only install causing a TensorFlow backend error." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal issues, but the bug details differ: assistant masks in chat templates vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regression types and models: processor/tokenizer API breakage vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation/embeddings behavior, but the reported failures are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Different cache/path behaviors: trust_remote_code cache collision vs lazy cache initialization causing recompilation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different submodules; not the same missing export bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different validation issues: LlamaConfig head_dim constraints vs rope validation rejecting JSON-loaded lists." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different save/tie-weight bugs in different model families; not the same underlying issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No shared bug: category cardinality limit vs Whisper empty-transcription generation failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The single accepted duplicate pair, issue:44779 and issue:46489, is supported by the titles as the same DeepSeek tokenizer regression in v5, and the rest of the verdicts avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:27957", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:46424" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:44933|issue:45362", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:44464|issue:45563", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:42796|issue:44521", + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:45563|issue:45584", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43299|issue:45216", + "issue:44792|issue:46424", + "issue:42175|issue:44279", + "issue:41950|issue:44016", + "issue:43381|issue:45593", + "issue:43901|issue:44496" + ], + "prepared_review_unit_hash": "21c97788ce0148726f79aef948f4af0626534c80d0787951c6511fbd9727ee93", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab-bag of unrelated closed issues. None of the proposed soft pairs look like the same underlying bug or a single mergeable fix, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated subsystems (imports, config loading, tokenization, generation, cache handling, pipelines, and docs).", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate: nothing here clearly subsumes the others or represents the same bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both relate to imports/performance, but one is about slow import timing and the other about unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different failures in different areas: a nonexistent image_utils import vs Qwen3.5 chat model crashes." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer/NER padding crash is unrelated to a serve KV-cache continuation indexing bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compile/runtime failure and the other is a version-check/import-path bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked prefill and the other is max_cache_length handling for quantized cache." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked-generation output inconsistency is not the same as a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading for Phi-4-multimodal is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but they involve different model families and different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is about trust_remote_code dropping fields; the other is an unrecognized model_type in config.json." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device override failure in GraniteSpeech is unrelated to Phi-4-multimodal loading." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder text issue is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in unrelated modules." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is not the same as multimodal assistant_mask generation in apply_chat_template()." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding resize reinitialization in post_init." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config defaults, but one is None-handling for Phi4Multimodal and the other is strict field dropping in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding_window behavior for Qwen3-MoE is unrelated to removed Sam3LiteText config references." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to a docs mismatch for return_all_scores." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Ministral FlashAttention inference failure." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but the concrete failures differ: Ministral model loading vs s_aux=None crashing in flash_attention.py." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model_type loading error is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache issues are unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading breakage is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to cache max length behavior." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra is not the same as a generic dependency issue." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different code paths and bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to a model config lacking model_type." + } + ] + }, + "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": 20, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43388", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43688", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46209", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:43388|issue:43688", + "issue:42796|issue:43650", + "issue:44016|issue:44220", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:45103|issue:45372", + "issue:43824|issue:44933", + "issue:44279|issue:45405", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:39692|issue:43901", + "issue:44683|issue:45542", + "issue:43295|issue:44779", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43976|issue:44279", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:43976|issue:44987" + ], + "prepared_review_unit_hash": "8eb38b2aa41555e76089cd07beb29fbfb55114e1b8242dc1128d0361a5b49c0b", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36442, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is dominated by distinct, unrelated issues; none of the soft pairs appears to be the same underlying bug or change. The only plausible umbrella is the broad upgrade/import-regression report, but it still does not duplicate the other reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for upgrade-induced import failures; the other items are narrower, model- or feature-specific bugs and do not collapse into one root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative for the cluster because it captures the most general import-breakage symptom across versions, even though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: last-batch label truncation in gather_for_metrics vs auxiliary-loss normalization in OLMoE/GPT OSS." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated: tokenizer BPE marker handling vs a vague request titled \"ADD THE DATA\"." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths: notebook syntax error vs audio feature extraction failure." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: t5gemma embedding resize bug vs Whisper empty-transcription generation bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model-loading/config issues, but one is unrecognized model config and the other is composite multimodal config unwrapping; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols in different modules and different downstream failures." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different symptoms and fixes: SGD args ignored vs a warning about tie_word_embeddings in Qwen fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: dtype propagation in BLIP-2 vs incorrect save_pretrained output for Qwen3.5." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different issues: LlamaConfig validation on head_dim vs Qwen3.5 rotary-kernel registration failure." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Docstring generation crash with future annotations is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they are for different missing exports and different model areas; not the same root cause." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs a specific unreleased minimum PEFT version bump; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different training bugs: missing load-balancing loss vs mm_token_type_ids default handling." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Completely different failures: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different subsystems and failures: video-classification processor lookup vs remote_code loading regressions." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 multimodal models, but one is loading failure and the other is save_pretrained key serialization; not the same bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import missing is one specific import failure; the other is a broad report of many import errors after upgrade, not the same underlying issue." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken argument duplication; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No relation: a vague data request vs FP8 inference failure on B200." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs in different areas: video pipeline processor lookup vs Gemma4 device-map mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they concern different examples and different behaviors." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated runtime issues: compiled flex_attention on torch 2.9 vs tensorboard/TensorFlow backend mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different paths/models and do not look like one fixable bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Version/Python support issue vs minimum PEFT version dependency bump; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions on different model families; too broad to treat as one duplicate." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support failure vs a generic dependency issue; 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": 20, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43723", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46123", + "issue:46369" + ], + "soft_pairs": [ + "issue:43450|issue:44279", + "issue:44297|issue:44462", + "issue:44466|issue:45276", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:44521|issue:45325", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:46123|issue:46369", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:44016|issue:44291", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:41628|issue:43976" + ], + "prepared_review_unit_hash": "0a1aa968050bf2c83e7c12b736f4eec324aeb9b597e172121c51b2460c9f4fc9", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs, docs issues, tokenizer/model regressions, or environment-specific failures. None of the soft pairs look like the same underlying bug/change, so all should be rejected as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No true duplicate hub stands out; if one issue must anchor the set, issue:44521 is the most active/reference-linked, but the cluster itself is not coherent enough to justify a real canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the strongest discussion/inbound-reference signal and is the most likely to attract follow-up reports, even though it is not a good representation of the rest of the heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Different problems: batched video processor shape vs generic dependency trouble." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer saving/loading, but one is tokenizer_class metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different failures: lm_head serialization inconsistency vs resize_token_embeddings not updating Gemma4 embeddings/output layers." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention model load/runtime bug vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a Chinese-language performance regression report." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading/offload failure; related area, different code paths." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/cleanup-like, but one is stale auto_mappings config references and the other is leftover dummy classes leaking into namespace." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save missing files and gemma-4 zero3 from_pretrained are different load/save defects." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant mask generation is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is optimizer.step being called twice." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision issue is unrelated to torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Final partial batch dropping results is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is not the same as Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both concern attention kernels, but one is Ministral FlashAttention failure and the other is compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer corruption are different model/tokenizer bugs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression and ESM2 breakage are separate model-loading issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained failures." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch is unrelated to intermittent import-time slowness." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error does not match the init_empty_weights unexpected-argument TypeError." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and trust_remote_code missing fields are not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention divergence and ANSI codes in loading_report are completely different bugs." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to the Python version compatibility issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45103", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45859", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:44734|issue:46424", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:46424", + "issue:43976|issue:44964", + "issue:44242|issue:44857", + "issue:42886|issue:46132", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:46291|issue:46399", + "issue:45362|issue:45375", + "issue:45859|issue:46399", + "issue:44779|issue:45292", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "39ba06f3726343ee3f6ca4f60d67e63de2a32dfb58bde10fa7c408d86724727b", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35689, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly separate Transformers issues across import regressions, model-loading failures, cache/attention bugs, and a few docs/runtime nits. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43824 is the strongest representative of the recurring v5 import/export regression theme: it is a concrete top-level missing-symbol failure, has multiple inbound references, and is a clear user-facing breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43784 is a very clean, reproducible downstream import failure with a precise error message; it is a good exemplar of the import-breakage class even though it is narrower than 43824.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: sentence-transformers import NameError vs TensorBoard/TensorFlow backend setup." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but cache handling in chunked prefill and CLIP hidden_states behavior are different code paths." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code output bug in loading_report vs a wrong docstring for position_ids; runtime vs docs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question is unrelated to the missing transformers.onnx module import error." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation crash and Qwen3.5 rotary-kernel registration crash are unrelated bugs." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss omission vs D-FINE auxiliary-loss behavior; different models and loss logic." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown sometimes vs unrecognized model/config error; no shared underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL model loading; different concrete failures." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import timing issue vs Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI escape codes vs GLM-5 RoPE implementation discussion are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL export is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline image-processor lookup and _torch_extract_fbank_features are separate audio/video code paths." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing bug is different from max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is a missing Qwen2_5_VL symbol and the other is a huggingface_hub API import break." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing HybridCache export; same symptom class, different symbols/causes." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI-code rendering bug is unrelated to cache-length configuration behavior." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python-version support regression vs a specific Phi-4 multimodal loading failure." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss issue is unrelated to the LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change do not describe the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error and tokenizer slowdown are unrelated regressions." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision-encoder missing attribute and SAM3 litetext memory overflow are different failure modes." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels v0.15 version/revision requirement for evaluate is unrelated to Qwen3.5 apply_rotary_pos_emb registration failure." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash and missing deepstack_visual_indexes in config are different issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to the missing decorator crash in kernels registration." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are different subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache missing during chunked prefill is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs wording for return_all_scores does not match unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron lacking Flash Attention 2 support is not the same as the generic Flash Attention 2 issue." + }, + { + "left": "issue:44749", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer slowdown after upgrade and resize_token_embeddings/output_embeddings mismatch 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": 20, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:36246", + "issue:43065", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43906", + "issue:44162", + "issue:44246", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44561", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46431" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:45412|issue:46123", + "issue:43262|issue:44246", + "issue:44561|issue:46399", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:45137|issue:45600", + "issue:45685|issue:46431", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44483|issue:46202", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:43906|issue:46202", + "issue:45987|issue:46082" + ], + "prepared_review_unit_hash": "bf8f33755dacb50a2e2f82554c2500d43264322ae89e8c30accb20262a3a84a6", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose collection of unrelated bug reports across model loading, configs, tokenizers, video/audio processors, and testing infra. None of the soft-similarity pairs look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest regression-style report in the set and the best umbrella candidate, but the cluster does not actually contain a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the widest apparent blast radius across multiple Qwen multimodal variants, making it the most representative issue despite weak overall cluster cohesion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different domains: ESM2 model breakage vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Unrelated failures: Qwen2.5-VL import error vs DeepSpeed/Bert zero3 index error." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different bugs in different code paths: BEiT label reduction vs unsafe sys.modules access." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config loading error vs internal sys.modules lookup bug; not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to ZeRO3 deque underflow." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems: token embedding resize behavior vs Whisper empty transcription generation." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release bug is unrelated to MaskGenerationPipeline batch handling." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate default bug vs import-time slowdown are different problems." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a rotary-pos-emb registration issue." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior does not match a broad tokenization-version-change report." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3.5MoeVisionConfig vs composite config unwrapping in AutoModelForCausalLM." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to Qwen3.5MoeVisionConfig field dropping." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing-utils xdist race condition is unrelated to paged generate stale warning behavior." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on newer transformers is not the same as tokenizer decode-error masking." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings, but one is tied-weight serialization and the other is t5gemma resize propagation." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-forward stale cache bug is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma 4 ZeRO3 loading issue is not the same as optimizer stepping twice under deepspeed." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different DeepSpeed-related failures: deque underflow vs stale auto_mappings references." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram-on-Int MoE error is unrelated to missing chat-template support." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video ValueError are different model bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen multimodal video regression is unrelated to Windows/ROCm distributed import/type errors." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to ESM2 model breakage." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions request validation regression is unrelated to Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning from fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache on second forward pass is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Model config warning during LoRA fine-tuning is unrelated to paged generate stale warnings." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sampler type warning involve different SAM3 components." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Repro of an earlier issue is unrelated to Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return-type contract issue is unrelated to LlamaConfig head_dim validation." + } + ] + }, + "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": 20, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43784", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:45003", + "issue:45092", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45584", + "issue:45656", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46421" + ], + "soft_pairs": [ + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:42886|issue:45229", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44869|issue:45356", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:44188|issue:46202", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:43232|issue:43673", + "issue:44188|issue:46421", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:43784|issue:46399" + ], + "prepared_review_unit_hash": "b8e4b94b2761ca5f135eb24bdf9e79f0635319d47ace9db5a06ac05bd72cca15", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36170, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bucket of unrelated Transformers bugs. The only clear duplicate chain is the Qwen3.5-Moe `from_pretrained` regression: issue 45310 is the broad report, 45375 narrows it to the missing `deepstack_visual_indexes` field, and 45478 is a re-report of the same failure.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the broadest, most general report of the Qwen3.5-Moe `from_pretrained` regression; 45375 provides the concrete root cause, and 45478 appears to be the same bug reported again.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best canonical issue because it captures the user-visible failure without being overly narrow, making it the most suitable anchor for the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different failures: a Qwen3-VL weight-shape load error vs a tie-weights warning for Qwen3.5 fine-tuning." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: strict config loading for `granite_speech` vs Windows/ROCm import and `torch.distributed` dependency issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model internals, but one is a tied-weights warning and the other is a `post_init` API policy change; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Different code paths: unsafe `sys.modules` access vs a pytest-xdist race on `captured_info.txt`." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Completely different problems: offline tokenizer cache loading vs multi-GPU CUDA OOM." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: Whisper empty-transcription generation failure vs Windows/ROCm import-time dependency issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save/pretrained serialization, but tokenizer class mismatch and missing processor files are different concrete bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different symptoms and subsystems: MLukeTokenizer AttributeError vs preprocessing slowdown after an upgrade." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown and optimizer stepping twice under deepspeed are unrelated behaviors." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save/pretrained file issues do not match deepspeed optimizer double-step behavior." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to preprocessing latency." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "`trust_remote_code` missing fields and ESM2 breakage are different failures and likely different fixes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are distinct tokenizer/decoding bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos-token-id configuration mismatch is unrelated to AttentionInterface registration behavior changes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific Gemma-4 zero3 `from_pretrained` issue; not enough to be the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different quantization/load paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe / transformers 5 behavior is unrelated to processor save/pretrained missing files." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder attribute error and `trust_remote_code` config field loss are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel missing PyTorch import and Sentence Transformers loading hang are not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API deprecation is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder missing attribute vs Qwen2.5-VL video position IDs bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention import/export problems, but they refer to different missing names and likely different breakages." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs sync after `sync_gpus` and missing cache during chunked prefill are different generation-path bugs." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Different cache/compile issues: divergent attention kernels vs spurious recompilation with chunked prefill." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-Moe `from_pretrained` failure on transformers>=5.4.0; 45478 is a re-report of the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4 missing `pad_token_id` are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5-Moe load regression; 45375 is the concrete missing-field diagnosis of the failure reported in 45310." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import `nn` failure and Qwen3.5 kernel registration error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The Qwen3.5-Moe chain (45310 \u2192 45375 \u2192 45478) is supported by matching titles and the later diagnosis issue, while the other pair verdicts avoid overclaiming same-bug relationships. No obvious overstatement found." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231" + ], + "soft_pairs": [ + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:45406|issue:46202", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42898|issue:44568", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44188|issue:44373", + "issue:43065|issue:46123", + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43784|issue:43824" + ], + "prepared_review_unit_hash": "87523177b787b4355983a6fd85d4c689b8596a2293d474d80ae945253eb2f0f0", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35801, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; all other soft pairs appear to describe different bugs, models, or subsystems.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more substantial instance of the exact duplicate bug report also seen in issue:43704 (same title and same Qwen3ForCausalLM multi-dataloader-thread VRAM leak).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the cluster\u2019s only true duplicate pair: it is the same concrete bug as issue:43704 and is more likely to contain the fuller original context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same bug report and same title; both describe Qwen3ForCausalLM leaking VRAM when used in multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different crash sites and causes: Mistral tokenizer regex patching vs auto-docstring processing with future annotations." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related bugs: transformers serve processor attribute error vs pipeline roundtrip tokenization issue." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Distinct FP8/Qwen issues: save_pretrained for moe models vs from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Different problems: quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: Gemma4 attention mask construction vs MaskGenerationPipeline batching logic." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but not the same concrete bug: Qwen3-VL-Moe on transformers 5.0 vs Qwen3.5 MoE from_pretrained on >=5.4.0." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Separate missing-import issues for different APIs and modules." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is not the same bug as FP8 save_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different packaging/CI issues: missing tensorflow backend in torch install vs leftover dummy classes leaking into repo checks." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading error vs pytest-xdist file race; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Testing utility race condition vs stale auto_mappings references; different failures." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation mismatch in TextClassificationPipeline vs concurrent file access race in tests." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs bug after sync_gpus is unrelated to the janus image generation test failure." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different MoE-related issues: padding-mask inconsistency in MIMI encoder vs missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinitialization are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to a ZeRO3 deque error." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer/v5 behavior changes: clean_up_tokenization_spaces vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE loading errors." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a DeepSpeed AdaFactor OOM." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to partial-batch result dropping in MaskGenerationPipeline." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different Gemma issues: broken vitpose models vs mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup spacing behavior vs Granite token IDs being wrong." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue in v5 is not the same as add_special_tokens BOS/EOS behavior regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and doc parameter-name mismatch are different documentation issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different missing classes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the accepted duplicate pair is well supported by identical titles and matching bug description. The remaining soft-edge rejections are conservative and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46231", + "issue:46305", + "issue:46326", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43723|issue:46326", + "issue:42175|issue:44933", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:27957|issue:30333", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:45245|issue:46132", + "issue:43479|issue:44869", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:43475|issue:46305", + "issue:43723|issue:44977", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:45381|issue:46305", + "issue:44734|issue:46421" + ], + "prepared_review_unit_hash": "717b78e3244fb09d3f9b18fd45c4ef70e5f71bbe64e78f2ddc7cd9f021aadf77", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37894, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: the issues span tokenizer regressions, multimodal model loading, cache/generation bugs, training/optimizer behavior, packaging/imports, and docs. I do not see any true duplicate pairs among the soft edges, so all candidate merges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both involve vision/multimodal loading, but the failures are different: missing image-processor method vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation indexing crash is unrelated to the auto-docstring annotations AttributeError." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is Deepseek-specific incorrect tokenization/codec handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access bug and deepspeed double-optimizer-step bug are unrelated code paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issue is not the same as mistral_common continue_final_message behavior." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Torch-only install missing TensorFlow backend and a missing import from image_utils are separate packaging/import problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup-space regression is not the same as Pegasus v4/v5 output divergence." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue and leftover dummy classes are unrelated maintenance problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen models, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments not being used is a runtime optimizer bug, not a docs parameter-name mismatch." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/moe behavior and tokenizer_class serialization mismatch are different save-path bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and image_utils import failure do not describe the same issue." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects leftovers are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization bug is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and MLFlow reporting after failed training are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MOE save_pretrained issue and processor.save_pretrained missing files are different save/export bugs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow failed-job reporting is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output drift across versions and AttentionInterface.register changing function behavior are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to missing processor save artifacts." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default-init bug and ModelOutput None-key assignment bug affect different abstractions." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed jobs and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow tracking after job failure is unrelated to resized embeddings being reinitialized." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count overflow and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default construction and Whisper word timestamp decode crash are different issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class serialization mismatch and Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate symbol-export regressions." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are unrelated config bugs." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one masking are different model-specific failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and auto-docstring annotations crash are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and max_cache_length handling are different cache/generation behaviors." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug and MoonshineStreaming sliding-window off-by-one are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache continuation indexing crash and lazy cache init causing recompilation are not the same 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, + "component_count": 20, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46402", + "issue:46431" + ], + "soft_pairs": [ + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:43873|issue:44945", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:43122|issue:46209", + "issue:43723|issue:44871", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:43479|issue:43644", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:22355|issue:28282", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:43761|issue:46082", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:44945|issue:45753", + "issue:39401|issue:44568" + ], + "prepared_review_unit_hash": "e77679d7a84990f95a081826c63d505d8cf44f41b6330fe443ebc8f3be1e22a6", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bugs across different models, APIs, and subsystems. None of the soft pairs look like the same underlying issue, so all soft edges are rejected. The most central issue is the broad, discussion-heavy quantization/offloading report, but there is no strong true canonical duplicate hub here.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy item in the set, but the cluster is too mixed to have a strong duplicate canonical; it is only the least-specific central candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue by breadth and activity, though it is not a clean canonical for the whole set because the items span many unrelated problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: torch.split return handling in a GLM MoE indexer vs checkpoint/meta-init incompatibility in old InternVL2." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is max_shard_size behavior; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/readback error is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after sync_gpus and an OCR index error are different code paths and symptoms." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior across versions is unrelated to an FP8 inference failure on B200." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are different model/config issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but torch.split return values vs missing ReLU are distinct bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default-init behavior is unrelated to non-persistent buffer junk values." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving quantized models, but they concern different quantization methods and failure modes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and zero probabilities in SigLIP are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different models and operations: remote-code meta-init incompatibility vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Broken non-persistent buffer values are unrelated to a sliding-window mask off-by-one bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 degenerate training and NaNs after checkout/init are different failure mechanisms." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Import errors for transformers.onnx and missing PyTorch are different dependency/module problems." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Torch.split return semantics and a docstring typo are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe regression are separate issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "These are different missing symbols; they may both be import regressions, but not the same concrete code-path bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default config initialization and rotary_pct reloading behavior are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Sam3Model type warning and missing text-encoder weights are distinct SAM3 issues." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Transformers.onnx import failure is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output errors and Qwen3_5 infinite-loop behavior are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping is a tokenizer bug, while mdeberta add_special_tokens missing BOS/EOS is a different tokenizer behavior 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": 20, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:27957", + "issue:30990", + "issue:33357", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132", + "issue:46305", + "issue:46369" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:42796|issue:43723", + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43232|issue:45593", + "issue:44261|issue:44373", + "issue:42796|issue:43122", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:44038|issue:44297", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:44038|issue:44295", + "issue:43756|issue:44060", + "issue:44625|issue:44829", + "issue:43408|issue:43475" + ], + "prepared_review_unit_hash": "ede581e9c7ba9c4fd0f4421d4265b423b9309e50c5efa786295debf7d3f879a0", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions (imports, tokenizers, generation, model-specific bugs). The closest thing to an umbrella issue is a broad v5 import-regression report, but the soft pairs do not look like true duplicates of one another.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest, most general user-facing regression report in the set: multiple import errors after upgrading to 5.5.0. It is the best umbrella issue for this mixed cluster, even though most other items are not duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the cluster because it captures the broad v5 upgrade/import breakage theme and is more central than the narrower model- or tokenizer-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad post-upgrade import regression; not the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers hanging on load are unrelated code paths and symptoms." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer-related bugs." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tied-embeddings warning in Qwen3.5 fine-tuning is unrelated to a MoonshineStreaming sliding-window off-by-one bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is a BPE marker handling bug and the other is a tokenizer loading regression; not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Cache/offline loading and quantized model saving are separate failure modes." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A SAM3 model-type mismatch warning is unrelated to a memory overflow in sam3-litetext." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and AttentionInterface.register behavior changes are different implementation bugs." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same code-path problem." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "The env CLI regression and the sentence-transformers import NameError are separate issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API settings guidance and a torch.split return-value issue do not share the same underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different loader bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers load hang and a MacOS bus error with a CLIP model are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure and incorrect pipeline-parallel outputs are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update logic and missing auxiliary losses in D-FINE are separate problems." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug in MLA layernorm and a wrong docstring are not duplicates." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE marker handling and a tokenization difference across versions are similar only at a high level, not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and an invalid GenerationConfig error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a specific missing AutoImageProcessor symbol while the other is a broad upgrade-wide import breakage; not the same artifact." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and chat-template crashes with tool calls are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model saving and loading Phi-4 multimodal instruct are different issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and auto_mappings references to removed configs are separate import/CI breakages." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and a tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexer and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label empty outputs and Gemma 4 mm_token_type_ids defaults are unrelated classification/model-input issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are unrelated model-specific regressions." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are distinct failures." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The model-type mismatch warning and missing fpn_position_embeddings attribute are both SAM3-related but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44279", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45083", + "issue:45216", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:44279|issue:46328", + "issue:43122|issue:44521", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:22355|issue:28218", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:42831|issue:44297", + "issue:42222|issue:43441", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:43493|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:22355|issue:29127", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "a975d3cfd060252fffe1935eb5fff8141b727e9a88c5c43c80bd7bb385879da8", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model loading/saving bugs, import failures, and unrelated performance/accuracy issues. There is no clear duplicate pair strong enough to merge, and no PRs are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43122 is the broadest and most central tokenizer-regression report in the set, with the most overlap to other tokenizer-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the best umbrella candidate for the tokenizer subcluster because it is broad, open, and closest to several related tokenization reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both involve model/file-loading regressions, but they describe different failure modes and code paths (dequantized save vs AutoTokenizer/AutoModel loading)." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization change while the other is a batched apply_chat_template crash; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "These both mention MoE/FP8 areas, but one is a Qwen3-VL-Moe runtime bug and the other is FP8 save_pretrained behavior; not the same fix." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenization regressions in v5, but they concern different models and symptoms (generic tokenization changes vs DeepSeek incorrect results)." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Completely different problems: dependency resolution versus SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization overlap is too broad; assistant mask generation for multimodal inputs is a different code path and bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and likely unrelated breakages." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 in v5, but one is incorrect checkpoint saving and the other is a from_pretrained loading error; distinct regressions." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different model issues: wrong offset mapping for Qwen3 tokenizer versus failure to load cjvt/sleng-bert." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_mask behavior are unrelated bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module transformers.onnx and extra-space tokenization after added token are unrelated issues." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "The ONNX import problem and slow/fast tokenizer inconsistency are different failure classes." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they target different missing names from different packages/APIs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification script returning empty results are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and cached_file kwargs forwarding are separate code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and DeepSeek tokenization regression are different tokenizer bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and RoPE implementation are not the same underlying issue." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading regression and NaNs in classification heads are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FP8 accuracy issues and tokenizer_class metadata mismatch affect different subsystems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific regressions." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is a Qwen3-VL-Moe bug and the other is a from_pretrained failure; not the same concrete problem." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support breakage and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is incorrect visual encoder keys on save and the other is a from_pretrained loading error." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are different model regressions." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() after train() are separate trainer/optimizer problems." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label classification script bug and a pipeline translation-task error message are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length calculation and AuxRequest import version checking are different concerns." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure and LayoutLMv3 box-clarity messaging are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and stale paged-generate warning are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:38617|issue:45278", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:43381|issue:44945", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43064|issue:43673", + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:42222|issue:46178", + "issue:44291|issue:45071", + "issue:44829|issue:45216", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:43937|issue:44496", + "issue:44117|issue:46328", + "issue:43066|issue:43122" + ], + "prepared_review_unit_hash": "51cdc8bc87d4a13d9c3785ae19aad7ce8fdcb93e3369cc74f3f95de4d996b734", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping of Transformers bug reports, not a true duplicate set. The only common thread is a broad v5/tokenizer/import-regression theme, but the candidate pairs describe different concrete failures and code paths. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43122 is the broadest, most representative issue here: it describes a version-wide tokenizer regression between 4.57.3 and 5.0, which best matches the cluster\u2019s dominant theme more than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best single representative for this cluster because it captures the general tokenizer-regression pattern without being tied to one model or a niche failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failure modes: backend/extra dependency packaging vs Python 3.14 import compatibility. Same ecosystem, not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella of import errors, but this pair does not identify the same concrete missing symbol or code path." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading regression and the other is Qwen3 offset_mapping correctness; different symptoms and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for Qwen3.5 num_labels is unrelated to NaNs in classification heads during checkout/init." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs flash_attention sink-less-model AttributeError; no shared code path." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention bugs in different models/backends: GPT2 scaling ignored vs Gemma4 mask construction." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer output correctness, but they are model-specific regressions with different observed behavior (offset_mapping vs tokenization results)." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug and missing-torchvision AutoProcessor crash are both in video processing, but not the same underlying issue." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing during chunked_prefill." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight depends on device; NaNs in classification heads are a different numerical/training issue." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation failure are different model/setup bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A bumped unreleased PEFT minimum version is unrelated to an incorrect PyTorch version gate for flex_attention." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen-family models, but one is missing projections in qwen3next layer 0 and the other is a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer version-regression bug and a noisy logging message are not the same underlying issue." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing names and likely separate fixes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Token mapping None handling is unrelated to the Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloader use is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and an undefined tensorflow_text backend are distinct loading/back-end issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights kwarg handling is different from PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 checkpoint serialization are different bugs with different lifecycles." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Wrong model-type warning for sam3_tracker is unrelated to a MobileLLM key error on load." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech has nothing to do with a documentation parameter-name mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size policy and Qwen3.5 from_pretrained failure are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both are tokenizer bugs, but one is offset_mapping on Qwen3 and the other is runtime post-processor updates after special-token edits; different code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is not the same as an unrecognized model/config missing model_type." + }, + { + "left": "issue:44117", + "right": "issue:46328", + "accept": false, + "reason": "Tokenizer mapping fallback behavior is unrelated to the SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is decoder type selection while the other is output/tokenization behavior; 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": 20, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45278", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:44964|issue:45278", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:44075|issue:45656", + "issue:44188|issue:46328", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44913|issue:46328", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43673|issue:46328", + "issue:43976|issue:44945" + ], + "prepared_review_unit_hash": "8a0f57038c9d7d1c7c55426fe8737a47a016472f99931a14b27c02a2abe5627f", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues with only superficial textual overlap (flash-attention, Qwen, import errors, dtype, etc.). I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45464 is the most concrete and fully scoped bug report in the set, with a specific endpoint/model and a detailed reproduction, making it the best single anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45464 is the strongest representative issue here because it is specific, user-facing, and more actionable than the broader or more ambiguous reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Different problems: one is a model-specific loading failure, the other is a broad post-upgrade import-error report." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family issues, but they describe different model variants and different failure modes; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: vitpose model breakage vs TensorFlow backend/install packaging issue." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and MLA layernorm precision config are distinct topics with no concrete shared code-path." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is about SGD args being ignored and the other about an extra optimizer step under deepspeed." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems entirely: torch.compile attention branching vs a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Similar API surface, but one is a general chat-completions rejection and the other is a specific streaming-inference failure on Qwen3.5-0.8B; not enough to treat as the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol and an audio feature-extraction issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision related, but one is a compile-time warning and the other is a model-loading dtype mismatch in BLIP2." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency issue vs a specific model breakage; not the same underlying defect." + }, + { + "left": "issue:44913", + "right": "issue:46328", + "accept": false, + "reason": "GPTNeoX config reload bug and SequenceFeatureExtractor.pad performance regression are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config API and unexpected position-id key errors are different regressions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM/DSA-related code, but one is a torch.split indexing issue and the other is a RoPE implementation bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model/component families and different failure types; no clear shared bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are unrelated import/API regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and undefined tf backend error are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both reference Flash Attention 2, but they affect different models with different support/status issues." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model implementations and different tensor-shape/dtype problems." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "These are not the same bug: one asks about shard size defaults, the other is a Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA ReLU omission vs deepseek matmul/transposition bug; no shared concrete code-path." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention attention backends, but one is a model failing with FlashAttention in v5 RC and the other is degenerate training with flash_attention_3; different symptoms and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use vs incorrect generation with flash-attention are different problems." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "No clear overlap beyond superficial reproducibility phrasing; the issues concern different models and behaviors." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings are unrelated to FineGrainedFP8 accuracy behavior." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch on a specific model and the other is a broader v5/Qwen3-VL-Moe bug; not the same concrete issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and PreTrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API and gguf_file loading breakage are different code paths." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import regression from image_utils vs documentation mismatch for set_training are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different model components and different missing-method vs tensor-split behavior." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model/torchvision crash and save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache regression and feature-extractor padding performance issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility problem and incorrect outputs under pipeline parallelism 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": 20, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46050", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:45440|issue:46172", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:42673|issue:45200", + "issue:43931|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44261|issue:44485", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:45753|issue:46369", + "issue:42617|issue:45341", + "issue:43986|issue:45372", + "issue:43986|issue:45341", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43986|issue:45290", + "issue:43992|issue:44484", + "issue:44936|issue:46365", + "issue:43208|issue:43550", + "issue:43066|issue:43906", + "issue:43012|issue:43550", + "issue:42907|issue:44655" + ], + "prepared_review_unit_hash": "8495a264941c35cdb37ec113ee7585aab689b3e5d6c1893d02bd68bd187bdf40", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated transformer issues, mostly model-specific bugs and import/load regressions. 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"right": "issue:44315", + "accept": false, + "reason": "Training optimizer-state corruption with FSDP2/PEFT is unrelated to Liger Kernel not being applied via model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols from different modules and likely different version mismatches." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag is unrelated to an AttributeError in flash_attention on sink-less models." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: config API removal vs broken quantized save/load after sinq serialization." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is an unwanted network call despite local_files_only, the other is a missing encoder weight during model load." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both hit Qwen3-family models, but one is missing attention projections and the other is a config field being dropped." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad model family, but the concrete failures differ: Qwen3-VL-Moe loading versus qwen3next layer projection omission." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leakage in multithreaded dataloading is unrelated to Gemma 4 requiring mm_token_type_ids defaults." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model-loading problems with different failure modes and likely different model configs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-symbol import errors, but the symbols and affected dependencies differ." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is a distinct bug from TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing RMS norm epsilon in MLA is unrelated to GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing_utils bug and a CPU-offload incompatibility in Qwen3_5 rotary embedding are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed embedding-tie API and a quantization offloading bug are not the same underlying problem." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to a small testing_utils bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg propagation and auto_docstring annotation handling are separate subsystems and failures." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision handling in AutoProcessor is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "A Qwen3_5 infinite-generation loop and a SAM3 memory overflow are different model/runtime bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a testing utility bug do not share the same code path." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loader/processor related, but one depends on 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same concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is unrelated to a model-specific torch.compile SDPA failure." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are different save_pretrained 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": 20, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42907", + 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"estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated Transformers v5 regressions, import errors, and model-specific bugs. The soft-similarity pairs do not look like true duplicates of the same underlying issue or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the broadest load/save regression in the set and has the highest discussion activity, so it is the least-bad anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is open, user-facing, and centered on a general from_pretrained/save_pretrained codepath with meaningful discussion, making it the strongest representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different bugs: a PyTorch bfloat16 compilation warning vs a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated cleanup/CI issue about dummy classes vs a vague noisy logging complaint." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different code paths: pipeline error messaging vs save_pretrained for pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and subsystems: saving dequantized models vs an infinite loop on a specific image in Qwen3_5." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed API/documentation warning vs generic noisy logging; not the same underlying bug or change." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a deepseek-v4 tensor transpose issue." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a backend mapping error for tensorflow_text." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime failure and MaskGenerationPipeline batch-dropping are distinct issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8 model loading or saving, but they concern different failure modes and likely different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local model path slash warning is unrelated to a bfloat16 precision warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI chat-completions API rejection is unrelated to a Qwen2.5-VL processor batching crash." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different problems: precision warning during compile vs compiled flex_attention failure on newer torch." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior do not match." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError from a removed symbol is unrelated to local_files_only still triggering network requests." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: is_offline_mode removal vs missing Qwen2_5_VL model export." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Auto-mapping references to removed Sam3LiteText configs is not the same as a noisy logging message." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling/backend behavior is unrelated to cache lazy initialization recompilation." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained is unrelated to a deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Related Qwen3/VL/MoE theme, but one is a generic load bug and the other is FP8 inference support; not the same concrete fix." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request validation and assistant tool-call tokenization are different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and sorted state_dict loading failure are different loading bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 vision encoder missing fpn_position_embeddings are different model attribute regressions." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different save paths and not clearly one bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one is missing attentions assignment and the other missing hidden_states; adjacent but distinct." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cleanup behavior change and wrong tokenizer decoder type are separate tokenizer issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize bug is unrelated to causal-mask construction for bidirectional attention." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and GLM-5 GenerationConfig validation 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": 20, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44871", + "issue:44938", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45584", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46132", + "issue:46202", + "issue:46365" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44871|issue:46365", + "issue:43867|issue:45216", + "issue:43502|issue:44485", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:42175|issue:46365", + "issue:44380|issue:46132", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:43441|issue:44380", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:44117", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43976|issue:44938", + "issue:43064|issue:44492", + "issue:43867|issue:45357", + "issue:43992|issue:45478" + ], + "prepared_review_unit_hash": "5f61adceaa89f8e84032b8215c5813cb7ef5651f75605efeb303dd0331e845be", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37041, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the items are a mix of unrelated Transformers bugs, regressions, and docs/perf reports. I found one strong duplicate pair around the Qwen3.5 MoE `from_pretrained` regression; the rest look like distinct issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue because it has the exact same failure mode and scope as issue:45478 (same title, same Qwen3.5 MoE `from_pretrained` regression), and it is the earlier report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue anchor for the cluster\u2019s only true duplicate pair: it is specific, versioned, and directly matches the later duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules (`GenerationMixin` vs `is_offline_mode`); no sign of the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "One is a docs/behavior mismatch for `return_all_scores`; the other is about `Pipeline.save_pretrained`. Different features and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "`base_model_prefix` loading regression and pipeline saving are unrelated code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation vs `Trainer` import conflict with `datasets`; different bugs entirely." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`patchtsmixer` post-init handling and `Trainer` import resolution are not the same defect." + }, + { + "left": "issue:44871", + "right": "issue:46365", + "accept": false, + "reason": "Gemma eos-token config inconsistency is unrelated to the `Trainer` import issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving, but they target different models and different failures (`state_dict` ordering vs Qwen3.5 checkpoint regression)." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE behavior are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 and Gemma4 attention-mask construction are different issues." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is about Gemma4 bidirectional attention masks and the other about Llama head-dim validation; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing `vocab_size` on Gemma3Config vs missing `pad_token_id` on Llama4Config are separate model-specific config regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment and Qwen3.5 save_pretrained corruption are different regressions." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend dependency packaging and `Trainer` import conflicts are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored in SDPA/FlashAttention is not the same as `AttentionInterface.register` changing function behavior." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute missing and MoE load-balancing loss handling are different problems." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading/config failures, but for different models and symptoms; not a duplicate." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE model-loading breakage and Qwen3_5 infinite-loop-on-image are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for one model and Python version compatibility for the whole package are different issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing `embed_tokens.weight` and Qwen3.5 MoE `from_pretrained` failure are different load paths and model families." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling and `Trainer` import conflict are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Unsupported FlashAttention on Nemotron and Qwen3.5 MoE load failure are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors vs a Python 3.13 `torch.jit.script` parsing/IndentationError are different root causes." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is a model-specific FlashAttention failure and the other is an attention-scaling config regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A generic load-model ordering error and a missing config field dropped by `@strict` are not the same defect." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict ordering failure and Gemma pipeline roundtrip failure have different triggers and code paths." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing config attribute on Gemma3 and tokenizer-mapping `None` handling are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention for one model and ignored GPT-2 scaling config are different issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling in backends and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import slowness, but 41669 is a specific `import *` cleanup proposal while 44246 is a generic slowdown report; not enough evidence of the same underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is a flaky integration test needing `set_seed`; the other is a pytest-xdist race in patched testing utils." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python 3.9+/3.10+ compatibility and Python 3.14 import failure are different version-specific issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict sorting failure and incorrect Qwen3.5 visual encoder keys in save_pretrained are both save/load themed but distinct bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different missing artifacts; not the same `from_pretrained` 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": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44655|issue:44938", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:43010|issue:45850", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43010|issue:44368", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:43299|issue:44556", + "issue:27957|issue:33453" + ], + "prepared_review_unit_hash": "e0a9109f4d5a62f8e5d7a5917fbc2951ba9ff685dda87f67269573a188b89c83", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38137, + "estimated_input_tokens": 9535, + "estimated_eval_tokens": 19326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate set is heterogeneous: most items are separate v5/model-loading regressions, import/export breakages, CI/test flakes, or unrelated training/runtime bugs. The soft edges are generally only broad topical similarities, not the same underlying bug/change, so none are safe duplicates/merge candidates.", + "confidence": 0.81, + "canonical_issue_reason": "If forced to pick one issue as the closest umbrella, #45278 is the best representative of the v5 upgrade/import-breakage family. However, the overall set is too mixed for a single true canonical issue across all items.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the strongest global representative because it is broad, version-specific, and covers several of the other v5 regression-style reports better than the more narrowly scoped issues. It is still only a partial fit, not a perfect canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a load-time OOM for a specific model; not the same code-path." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and pipeline save_pretrained are unrelated behaviors." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: missing PyTorch import vs tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related regressions, but one is about attentions on outputs and the other about text_model structure; different bugs." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained and Python 3.14 import/load failure are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetrImageLoss AMP crash are different model/path issues." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP output field regression and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model/component failures; one is a DSA indexer ReLU discussion, the other is DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SAM HQ integration test and a Phi-4 multimodal model-loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but they concern different tests and different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test flakiness due to missing set_seed and a broken auto_mappings reference are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve MoE/tensor-parallel areas, but one is FP8 save_pretrained and the other is missing _tp_plan; different problems." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env CLI command and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE loading, but one is a missing tensor-parallel plan and the other is a broader from_pretrained failure; not enough evidence of the same fix." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different causes." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression and checkpoint reload failure are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload after upgrade are both loading issues, but not the same concrete failure." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers hanging on load and confusing forward docs are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 MoE save_pretrained are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and missing image-processor method are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file failures and pipeline save_pretrained are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different concrete failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init and DSA indexer lacking ReLU are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and checkpoint reload failure are both version-regression reports, but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Duplicate entry omitted in source data? No separate soft pair beyond the one above; if considered, still reject for unrelated causes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are both Qwen3.5 MoE-related, but they concern different schema/code-path issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update no_grad decoration and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained failure and checkpoint reload failure are different loading regressions." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests with local_files_only and FP8 MoE save_pretrained 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": 20, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218" + ], + "soft_pairs": [ + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44373|issue:44961", + "issue:44230|issue:46095", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071" + ], + "prepared_review_unit_hash": "e07372facb502ea7f4ca9f957d2e08923974152e1daaa8b38e4b65487291f572", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38388, + "estimated_input_tokens": 9597, + "estimated_eval_tokens": 19450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated import/export, lazy-loading, version-upgrade, or model-specific regressions. The soft pairs share broad themes at best, but not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44273 is the broadest, most central issue here ('Lazy loading is not working properly') and best matches the recurring import/lazy-loading regressions seen in a few nearby items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best umbrella representative for the cluster, but only loosely; the set still spans many distinct bugs rather than one underlying failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: a missing huggingface_hub symbol versus a broken transformers env command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated problems: env command behavior versus PreTrainedConfig type-checking." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update no_grad semantics and deepspeed double optimizer step are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "env command issue and Qwen2.5-VL import error are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Doc confusion about forward args versus an import error for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder/irrelevant issue versus a Gemma-4 audio positional-encoding bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "torch.no_grad cache updates and Python version compatibility are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "env command breakage and Python 3.14 load failure are different symptoms and fixes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug versus unrelated placeholder issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug versus pipeline documentation mismatch." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different missing exports and different root causes." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel/model_init application is unrelated to FP8 inference on B200." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug versus BEiT reduce_labels returning the wrong shape." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is too vague to match the unrelated generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and missing TensorFlow backend handling are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL/Moe problem versus a specific missing tensor-parallel plan." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output issue versus config type-checking breakage." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction and unsafe sys.modules access are related only loosely, not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for position_ids versus unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight conversion-script question are not the same change." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL/image related, but one is bbox hallucination/error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "env command failure and old checkpoint reload incompatibility are distinct version regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in one config is not the same as a broad 'v5 breaks many models' complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star removal/performance work and missing GenerationMixin cache are different fixes." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 loading, but one is generic checkpoint reload and the other is remote-code/meta-init incompatibility; not one concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad token field regression is specific; the other is a vague umbrella complaint." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model bug, not the generic v5-breakage report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup/performance issue versus module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker config warning and Liger Kernel application are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating for Nemotron versus Qwen3-VL bbox output errors." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import sometimes and lazy loading broken are related only at a high level, not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "env command breakage and scheduler kwargs loss do not share a code path." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression versus Qwen3-VL bounding-box inference failure." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler parameter handling and config type-checking 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": 20, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:45278|issue:45850", + "issue:41669|issue:45341", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:46143|issue:46144", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43673|issue:44492", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:42371|issue:44492", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43298|issue:46095", + "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" + ], + "prepared_review_unit_hash": "bce46756fc02794200c65616d7be0be83ac4f8f3b0e7a8074e86e9a1395ca5da", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39503, + "estimated_input_tokens": 9876, + "estimated_eval_tokens": 20008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers regressions, docs issues, and model-specific bugs, with only a loose theme around v5 loading/import breakages. I don\u2019t see any soft pair that clearly describes the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the best anchor if one must be chosen: it is the broadest concrete report of v5 import/loading breakage. The rest of the set is too mixed to form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most representative issue for the recurring \u2018v5 breaks imports/model loading\u2019 complaints, but it is still only a loose umbrella rather than a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding to cached_file and inverse_sqrt scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* cleanup/performance work is not the same bug as a HybridCache import failure." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Broad v5 breakage complaint and vague 'too many models' report overlap only at a high level, not a single concrete defect." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import* cleanup and a testing_utils typo are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different failures: Qwen3-VL 2D box output vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing GLM46V image-patch API and vague v5 breakage are not the same bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "One is kwargs passthrough, the other is attention interface usage; related area but different defects." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility and a Qwen3_5 import error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _tied_weights_keys AttributeError are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache missing and a cache-strategy typo do not describe the same bug." + }, + { + "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": "Forward-doc confusion and tokenizer loading regression are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-* cleanup is unrelated to a typo in cache strategies." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied in model_init and flash_attention_3 training degeneration are different code-path bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight key handling are different save/model internals." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU omission and Gemma-4 audio positional encoding are unrelated model-specific defects." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not the same as the specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command failure and Qwen3_5 import error are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline docs cleanup and cache-strategy typo do not match." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but shared-expert gating and comb.transpose dtype handling are distinct bugs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup and a VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 model-loading breakage are not the same issue." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward API documentation confusion are different problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation bug are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different positional-encoding bugs; not mergeable as one fix." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Vague v5 breakage complaints and a specific Qwen3_5 import failure are not the same defect." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leak are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still causing requests and timestamp calculation are different loading/processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding are different defects." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/models and different fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support error and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior changes and wrong decoder type are both tokenizer-related, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-459", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:46018", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", + "issue:44998|issue:46218", + "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": "e76e54d7cce4d42f431358277b1f5dee225c743823ac19b3526f3c873e5dae70", + "component_budget": { + "node_count": 459, + "item_count": 459, + "soft_pair_count": 1688, + "serialized_chars": 875291, + "estimated_input_tokens": 218823, + "estimated_eval_tokens": 437902 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 27, + "serialized_chars": 23694, + "estimated_input_tokens": 5924, + "estimated_eval_tokens": 12104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a loose collection of unrelated bugs across tokenizers, configs, model implementations, training/runtime behavior, plus one clearly off-topic item. The soft-similarity links are too broad to treat as true duplicates, so no merges are safe here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Different topics: lr_scheduler_kwargs/timescale vs an off-topic spam issue. No shared bug or code path." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated failures: tied-weights helper crash vs chat template/tool-call crash." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to the off-topic issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different config attribute bug vs tied-weight key handling; not the same defect." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Both involve loading/import behavior, but one is slow checkpoint loading and the other is an ImportError; different root causes." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in a model config is unrelated to tied-weight key crashes." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type issue vs off-topic issue; no overlap in underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance problem is unrelated to the off-topic issue." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Off-topic issue vs module import failure; not a duplicate set." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is distinct from missing processor.save_pretrained files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-status reporting bug vs slow from_pretrained checkpoint loading; different code paths." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5/MoE-related problems: fp8 support request vs from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both mention loading, but one is checkpoint speed and the other tokenizer loading regression; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio support vs FP8 Qwen3-VL/MoE inference support are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are separate implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value bug is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type-hint problem in ModernBERTConfig vs tokenizer regex warnings; different defects." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and kwargs not reaching loss calculation are not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value issue does not match tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former label handling issue and a quantization typo are distinct." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation bug is unrelated to a type-hint mismatch." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint issue and quantization typo do not share an underlying code defect." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Question about Llama4TextL2Norm behavior is unrelated to ModernBERTConfig typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug and ModernBERTConfig type hint issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 20, + "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": "f935840e8551ab16e8c9596d827d93f7869fc21944720740dbb049e80ba46c86", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2873, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2873, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated: one requests truncation from the beginning in tokenization, one asks for ReduceLROnPlateau-like learning-rate scheduling behavior, and one asks for start/end word offsets in Wav2Vec2. None look like duplicates or the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the cluster does not share a single topic or defect; the issues span tokenization, optimization/scheduling, and speech alignment.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10519 is the strongest standalone issue because it is the most concrete, narrowly scoped feature request with a clear API change request and good specificity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and requests: token truncation behavior vs Wav2Vec2 word offsets. No common underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about truncation direction in preprocessing; the other is about learning-rate scheduler functionality. They are unrelated." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like scheduling and Wav2Vec2 word timestamp offsets are distinct feature requests with no shared code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 20, + "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": "d2cfbb3ec39cebf37c5c5a405a8227edda1ca8890bff373a0bd7180793a74ed0", + "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": "The three issues do not appear to be duplicates of one another: one is about Tapas tokenization parity, one about a private-model auth/error-message problem, and one about failing to load bert-base-uncased. The only mild overlap is around model loading, but the specific failure modes are different.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 16618 is the broadest model-loading report and the most plausible umbrella candidate, but it still does not match the other issues closely.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most central/general of the three and has the highest discussion activity, so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization parity for Tapas is unrelated to a model-loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model unauthorized-download messaging is a different bug than failing to load a public model." + } + ] + }, + "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": 20, + "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": "175ff552e918999ba673e3e8cc8ca8fa2fcf989f1194831d41ea95447192364a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-request issues about different capabilities: Flash Attention 2 support vs GGUF support. They are related only by being community contribution requests, not by the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features for different code paths and architectures; they do not describe the same underlying bug or change, so they should not be merged." + } + ] + }, + "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": 20, + "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": "504eabf919691c09f054042f3795f43b00e27202c547ac12e19fd9077786d06d", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly separate language-specific translation requests. I reject the language-mismatched pairs, and only accept the placeholder-title cluster plus the Thai pair where the visible metadata is highly similar enough to suggest the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 27088 is the most concrete open issue: it names a specific target language and has substantial discussion activity, unlike the generic placeholder-style entries.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the strongest overall issue candidate because it is specific, open, and clearly scoped, while the other issues are either different languages or generic placeholder entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation requests, but they target different languages; the shared i18n theme is not enough to call them duplicates." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language targets; there is no visible evidence they describe the same translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "A specific Turkish request versus a generic placeholder-style title; the visible metadata does not support a duplicate call." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests are distinct issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are different language-specific tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus a generic placeholder entry; not enough evidence of the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language targets, so these should stay separate unless there is stronger evidence of duplication." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets and no visible sign of the same request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus a generic placeholder entry; the metadata is similar in form but not the same language request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request versus a generic placeholder entry; not enough evidence to merge them." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "A concrete Romanian request and a generic placeholder title are not clearly the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language and title content; the visible metadata does not suggest the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language and title content; not a safe duplicate pair." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder-style title and very close body lengths, with a very high similarity score; these look like duplicate copies of the same template-style issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title and highly similar metadata, including near-matching body lengths and strong similarity, which is enough to treat them as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder-style issue versus a Thai-titled issue; the visible metadata does not indicate the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder-style issue versus a Thai-titled issue; not enough evidence that they are the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder title and very similar body lengths, plus a very high similarity score, make this look like the same issue duplicated." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-style entry versus a Thai-titled issue; the metadata points to different issue contents." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-style entry versus a Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-style issue and Thai-titled issue are different on the face of the visible metadata." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-style issue and Thai-titled issue are different on the face of the visible metadata." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title, matching body length, and a perfect similarity score provide strong evidence these are duplicate entries of the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall direction is reasonable, but a few soft-edge reasons overstate what is visible in the packet. We only have titles, lengths, and similarity scores; there is no body text or structure shown, so claims like \"near-identical body structure,\" \"effectively identical-looking content,\" or \"exact duplicate\" are stronger than the evidence supports. The safer grounding is that the three placeholder-title issues and the two Thai-titled issues are highly similar by metadata, not proven identical. Please tighten those verdict reasons to stay conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 20, + "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:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "7337d998f7a1e85009273458affc2bcd72d48426d6c91c0179f458fd4e2ed7bb", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose topical cluster of model-add/support requests, not a true duplicate set. The items share request wording and subsystem area, but they target different models, modalities, and underlying implementations.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43837 is the most central representative of the cluster by similarity links, but it is still just one specific model request among many distinct ones.", + "canonical_pr_reason": null, + "best_issue_reason": "43837 is the best single issue to represent the cluster\u2019s recurring 'add model support' theme because it sits near the center of the similarity graph.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBERT vs DEIMv2); same request pattern, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "RF-DETR and EuroBERT are distinct architectures with different integration work." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model requests, not one underlying bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different model families and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity/circuitgpt are unrelated additions." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are distinct models; similarity is only at the request-template level." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different concrete model integrations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are separate model requests with different implementation needs." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity/circuitgpt are unrelated model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model types and code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model integrations, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions despite similar naming." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity/circuitgpt are not the same underlying feature." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model-add tasks." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS are distinct models and implementation paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are unrelated model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different concrete additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like RoPE support are related only broadly, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral-4B-TTS are different requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are closely related by name but still different model integrations and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are separate audio model support 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 and circuit-sparsity/circuitgpt are different underlying changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests with no shared code path." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate model integrations." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are unrelated audio model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model proposals." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity/circuitgpt are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are distinct model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are separate model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different research models; same broad theme, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 20, + "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": "0373b5aba99d14bf0487cc28b63c144c3ef3f18b1e19a709744bf9952eec8b99", + "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 docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them 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:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and problem domains (documentation/framework listing vs model architecture refactor); no shared targets, 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": 8, + "component_count": 20, + "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": "8b2f46f37826fb02b844d8c8dbb1930e8c4af57b82d9a95f02e6208565407286", + "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 look like duplicates: one is a broad request about block decoding, while the other is a specific model-support request for DeepSeek v3.2.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43037 is the better anchor because it is a concrete, user-visible feature request with a specific target; #41084 is more generic and less clearly scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the more suitable standalone issue since it names a precise capability request, whereas #41084 is too broad to serve well as the canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding behavior vs support for a specific model/version. They do not appear to describe 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": 9, + "component_count": 20, + "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": "5a98482684c443f2b7dde8e1193895860c94fc93550e18a0fe490aadba445caf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a broad Trainer-customization level, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the more concrete, code-path-specific request and reads like a focused Trainer behavior change rather than a general instrumentation concern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the strongest standalone issue because it names a specific Trainer knob and a clear customization problem, making it more actionable and likely to anchor related discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns: `remove_unused_column` customizability versus FLOPS estimation for custom trainers. They share the Trainer/custom trainer context but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 20, + "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": "e5a1dcdfdb41841739338f331d34c7d749c1fdd1de48acd6a8e5ab42b363be78", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for Qwen3-Omni auto-registration for generation/model loading, while the other asks for Qwen3.5 sequence-classification support. Different model families and different AutoModel targets.", + "confidence": 0.94, + "canonical_issue_reason": "43684 is the broader, more general support request and is the better representative of the cluster, but it is still distinct from 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the closest cluster representative because it concerns core AutoModel/AutoModelForConditionalGeneration registration rather than a specific task head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Not the same bug or patch." + } + ] + }, + "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": 20, + "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": "887753543e19f593e61bcea3313ce5c5ff94f7e55c61e3956b799f3061e887ef", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster mostly contains low-information issues with repeated title text. Three issues share the same title, but there isn\u2019t enough concrete description to confirm they are the same bug; the remaining issue ('Fett') looks unrelated.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 43845 is the best canonical anchor: it is one of the repeated 'huggingface' reports, appears earliest among that group, and has slightly more body content than 43859.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest representative of the cluster because it matches the repeated title pattern and is the earliest/most substantial of the similar issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared concrete problem details; not enough evidence that these are the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive description tying them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete overlap beyond being in the same cluster." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but no meaningful description or issue target to confirm they are the same bug; too little evidence to merge." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Shared title text alone is insufficient; the bodies are too sparse to verify the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Shared title text alone is insufficient; no concrete bug details are available to justify treating them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 20, + "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": "d0fdf18387fd90044b90771c308833b052ce460b3dd9648d1c869382bea8bf62", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No convincing duplicate cluster here: the items are low-information spam/doc-suggestion issues with unrelated titles and no shared issue targets or filenames. Treat them as separate reports.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-like issues, but there is no evidence they describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: identical low-information formatting is not enough to establish a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a documentation suggestion; these do not look like the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Completely different titles and no shared technical context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared underlying bug or change is apparent." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete evidence they refer to the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam versus a specific quoted-title issue; not the same underlying topic." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap beyond being unrelated closed issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 20, + "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": "90905a85d6e298d60b2eca35be83c1cc75273c1f923edab09fa0299279dba4f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are likely duplicates: they have identical titles and a soft-similarity signal, with #45145 appearing to be the better canonical target because it was opened first and already has an inbound reference. The evidence does not support a stronger claim than likely duplication.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the earlier issue and has an inbound reference, so it is the better canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative issue because it is older and already referenced inbound.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and the soft-similarity signal make these look like the same underlying issue report, though the evidence is limited." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate/canonical call is plausible, but the summary and soft-edge reason overstate the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not support claims of an \"exact same\" proposal or \"near-identical bodies.\" Keep the canonical preference for #45145 as the earlier issue with an inbound reference, but tone down the duplicate certainty and body-content claims." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "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": 15, + "component_count": 20, + "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": "0303233f2a9845a40240472897a189998045c2106fb0002a18d1df580e371f20", + "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": "Both items are closed issues about 4-bit inference, but they describe different failure modes and code paths: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig bug where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": "issue 45672 is a clean, specific bug report with a narrow symptom and context (Gemma4 audio modules, uint8 weights, NF4 inference), making it a good representative issue for its distinct failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45672 is the better canonical choice because it is more concrete and self-contained; issue 45674 is a separate configuration bug in a different part of the 4-bit inference flow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: these are not the same underlying bug. 45672 is a torch.finfo TypeError on uint8 weights in audio modules, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion in BitsAndBytesConfig." + } + ] + }, + "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": 20, + "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": "f8ad3ab02578b611f651fc009cf3a76fafa9d90f3f06979335ebea64750231bb", + "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": "The two closed issues are not duplicates; they are unrelated personal-name/date entries with no shared problem description, references, or evidence of the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: these look like two separate, unrelated issues with only weak textual similarity in names/dates; there is no indication they report the same bug or request." + } + ] + }, + "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": 20, + "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": "a283a6752b28dbf5adc6ffe1095f850570a0e48426d7e362e38951b9ca4b9e37", + "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 are not duplicates: their titles are unrelated personal-name/date strings, with no body or linking evidence suggesting the same underlying problem. They look more like isolated placeholder/spam reports than a shared bug or task.", + "confidence": 0.98, + "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": "No substantive overlap beyond both being sparse closed issues; the titles reference different people and different dates, with no shared codepath, description, or explicit linkage." + } + ] + }, + "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": 20, + "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": "07f5dd908ff814bbbfeb574de0214ba502bd640508a5b70ed612d056a48d9aaf", + "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 open issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if forced to pick a representative, #45810 is the more specific code/API request, but there is no true canonical duplicate here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete product request and is easier to route to the right model/API area; #46295 is a separate training-capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: adding a Qwen token-classification model class vs. enabling FP8 training. No shared bug or implementation path." + } + ] + }, + "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": 20, + "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": "71df1866659621e88b88e4701a8eb15bb81b832b3ef456e51f5321799cdf7c99", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one single duplicate set; it splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. The dataset/sample issue 45869 is only loosely related by topic and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45872 is the strongest anchor because it is the more specific, better-substantiated request and has an exact duplicate in 45873. The cluster overall contains two separate duplicate subgroups, but 45872/45873 looks like the best representative pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best issue to keep as the representative issue because it is a clear duplicate pair with 45873 and is more specific than the shorter example/prediction pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial/data theme, but one is a dataset sample and the other is an example/prediction request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset/sample request is distinct from the example/prediction request despite shared finance wording." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title match and highly similar metadata; these are the same issue request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and finance, but one is an example/prediction request while the other is a scraping-service request; different change/issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request: example/prediction versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same mismatch as 45870/45872: related topic, but not the same concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same mismatch as 45870/45873: different requested outcome." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title match and matching issue framing; these are duplicates of the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The two accepted duplicate pairs are well supported by identical titles and matching metadata, and the non-duplicate verdicts stay conservative given only soft similarity. The only minor concern is a bit of rhetorical overreach in the canonical issue reason, but not enough to overturn the cluster read." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "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": "33b7d7b7ee2ae9a625563abd39b783645ec50a13f60148af9925a9026ef629b9", + "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": "The two issues are plausibly related because both involve `cache_implementation=\"static\"` and a failure in the linear-attention path, but the available evidence is too thin to treat 46441 as a confirmed manifestation of 46439. With only title-level overlap and no shared targets, filenames, or body-confirmed root cause, the duplicate link should stay conservative.", + "confidence": 0.62, + "canonical_issue_reason": "46439 is the better canonical issue because it describes the broader defect class in static-cache early initialization and the linear-attention shape corruption, rather than a model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest issue to keep as the primary target since it captures the underlying code-path problem more generally than 46441.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Plausibly overlapping static-cache/linear-attention failures, but the record only provides soft similarity and no shared targets, filenames, or explicit root-cause confirmation. That is not enough to say 46441 is a specific manifestation of 46439." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The verdict is too strong for the packet. The only evidence provided for the pair is `soft_similarity` with no shared targets or filenames, and the titles alone do not establish that 46441 is caused by the broader defect in 46439. Please keep this conservative: say they are plausibly related or overlapping, not that 46441 is a specific manifestation of 46439. The accept on the soft pair should be rejected or downgraded unless the bodies explicitly confirm the same root cause." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 38, + "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-39895-15", + "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", + "pull_request:46495" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "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:46495", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "52ceadf2a2caed291e3e44542023a6a0ef79d817251052c10fb1dbd40e6a7261", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40462, + "estimated_input_tokens": 10116, + "estimated_eval_tokens": 20488 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40462, + "estimated_input_tokens": 10116, + "estimated_eval_tokens": 20488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is almost entirely unrelated open PRs; the only true duplicate-like pair is the two `fixed_cross_entropy` fixes. PR #43251 is the best canonical representative because it directly and more completely addresses the shared loss-kwargs bug and links the tracking issue.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the clearest canonical PR: it targets the actual `fixed_cross_entropy` bug, has the explicit issue link (#43240), and includes the substantive API fix (`weight`/`label_smoothing` forwarding) plus test coverage.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the best overall PR for the cluster because it is the only one that cleanly matches the shared underlying defect and is the most complete/maintainable fix among the duplicate pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are PRs, but they are about different features: VideoPrism model support vs ExecuTorch dynamic-shape export tests." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods vs ExecuTorch export tests; no shared concrete code-path bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API additions and MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "AudioFlamingo3 processor robustness vs MobileLLM model implementation; different code paths and goals." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs forwarding vs adding MobileLLM; only superficial PR similarity." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix and Mistral4 test fixes are unrelated changes in different subsystems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test additions vs Mistral4 test fixes; no shared underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch exportability tests and MobileLLM model addition are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model files vs fixing `cls.config` resolution order; unrelated code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM implementation vs Falcon output-collection refactor; different model families and problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are completely different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output refactor vs Mistral4 tests; not the same concrete bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46495", + "accept": false, + "reason": "Mistral4 test fixes vs BLT beam-search/history-input device handling; different model-specific issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests and `layrnorm`->`layernorm` renaming are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test updates vs chat parsing/serve pipeline changes; no shared code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs TDT loss kernel integration; different functionality entirely." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests and model-creation skill content are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs repo skill/documentation tooling; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests do not overlap with the `cls.config` resolution-order fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are the same underlying `fixed_cross_entropy` fix: both forward supported kwargs to `nn.functional.cross_entropy` for issue #43240, differing mainly in signature/style and completeness." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: nearly all pairs are clearly unrelated, and the only accepted duplicate-like pair (#43251/#43254) is supported by the shared `src/transformers/loss/loss_utils.py` change and the shared issue target #43240. The canonical PR choice is conservative and justified by the more complete fix plus explicit issue link. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 38, + "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": "ecd09f1c6aafa1b1350ff6dc69e28de42f8161193b014e8b26969238e4fc7fb1", + "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 duplicates of one another: PR 40546 adds the base VibeVoice model, PR 42781 adds a VibeVoice Realtime variant plus acoustic tokenizer, and PR 46331 adds Parakeet-RNNT. The shared files are mostly auto-registration/docs scaffolding rather than the same concrete code change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; among the PRs, 40546 is the cleanest canonical representative because it is the core VibeVoice implementation, while 42781 is a broader realtime extension and 46331 is unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster\u2019s main theme because it introduces the foundational VibeVoice model with a focused code footprint. PR 42781 expands into a separate realtime/acoustic-tokenizer feature set, and PR 46331 targets a different model family entirely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are VibeVoice-related, but 40546 is the base model implementation while 42781 is a distinct VibeVoice Realtime feature set with additional acoustic-tokenizer work; they are not the same concrete change and would not plausibly merge into one PR." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "These target different model families and different code paths. The overlap is limited to shared Transformers registration/docs plumbing, which is not enough to treat them as 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": 3, + "component_count": 38, + "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": "3c21b57b5eca2dfd8fc9f7bf6030e76132271a09748f509c50d1532399f63ca3", + "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 describe the same underlying change and should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the better canonical PR for this cluster because it is a concrete, self-contained feature addition with broader implementation changes and more review activity, making it the more representative item among the two unrelated PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the strongest representative of the set: it adds a specific DINOv3 image-classification capability with corresponding code and tests, whereas the TimesFM PR targets a separate forecasting feature in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes in different models and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not mergeable into one PR and are not 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": 4, + "component_count": 38, + "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": 38, + "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": "73619e00a5c69dafc5945448b0ea223d7cf0502022bb86ccc84d099dde29668e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated model-onboarding pull requests. They share Transformers boilerplate and auto-registry/docs files, but each adds a different model family (DeepSeek OCR, Isaac, Kimi2-6) with distinct codepaths and assets.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 (Kimi2-6) is the strongest representative of the cluster: it has the broadest integration footprint and by far the most review activity, making it the best cluster anchor despite not being duplicate-related to the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the most complete and actively reviewed of the three model-addition PRs, so it's the best single representative for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both are generic new-model integrations, but they add different models with different configs, processors, and implementations. Shared files are only standard auto-registry/docs scaffolding, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are distinct model additions. The overlap is limited to common Transformers registration and documentation plumbing, so these are not the same code-path fix/change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 38, + "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": "02adde08c72e7fba72c8bc74fffb6e44b93ca82f69a58792436b74b18cded12e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs, but they target different concrete upgrades: one is specifically for Node 24 compatibility across GitHub Actions, while the other broadly bumps action versions, including docker/build-push-action. They are not the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more focused change set: it has a clear, specific goal (Node 24 compatibility) and a tighter scope across workflow action version bumps.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster because its intent is explicit and narrowly defined, making it the cleaner canonical artifact among the two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Related action-version maintenance, but not the same bug/change: 42975 is about Node 24 compatibility, while 42976 upgrades different actions to latest versions, notably docker/build-push-action v6. They could coexist in separate PRs rather than 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": 7, + "component_count": 38, + "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": "d4bda64b20444b7be1dd6a8dfe1de26dbfaf5665d299844901e789b06224b7e2", + "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 PRs are separate model-integration changes for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is only in shared boilerplate files like docs, auto-mappings, and package registration, so none of the soft pairs look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry files are generic integration boilerplate, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated architectures with different codepaths; similarity is only from shared framework registration and docs." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Completely different model families (ViT NEPA vs CTSM); no evidence they fix or add the same concrete code path." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families, and the shared files are expected new-model scaffolding rather than a duplicate change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model integrations; overlap in auto/model registration does not make them duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model additions with different functionality; shared boilerplate edits are not enough to merge them." + } + ] + }, + "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": 38, + "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": "d5507072d9a5a5f478e5ced9d900b7140f063c452c85d9f53399cb094f1bd206", + "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": "No duplicate cluster here: the four PRs address different code paths and bug classes. 43291 is a Whisper tokenizer decode/test fix, 44815 is an FP8 dequant/loading fix, 46380 fixes watermarking config validation, and 43665 looks like unrelated test noise.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduping; the PRs are materially unrelated and should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest standalone fix: it patches a concrete runtime validation bug by converting dict watermarking configs before validation, with a clear code-path impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode behavior vs. unrelated CLIP/ViT test edits; different subsystems and no shared concrete bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding fix and FP8 dequant/loading fix are unrelated changes in different areas of the library." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "One is a Whisper tokenizer/test fix; the other is generation watermarking validation. Same repo, different bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Synthetic-looking test assertions in vision tests do not match the FP8 dequant/loading bug in 44815." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test-only edits versus a generation config runtime fix; not the same underlying change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are substantive, but they fix different concrete runtime problems in different subsystems and would not merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 38, + "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": "36fd587943fcb228ca6a19b382472b08418b3a53de0ea3bc33fc84221b6a8f04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one is a small repo-bot/version/dependency test PR, the other changes CI/workflow and testing utilities. The shared Vit test file is incidental and not enough to treat them as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the more substantial and representative change in the cluster, but it is not a duplicate of #43488.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the better cluster representative because it has the broader, more substantive diff; however, it still addresses a different code path and should not be merged with #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different purposes and code paths: #43488 is a setup/version/dependency test PR, while #43532 updates CI workflows and testing utilities. Shared Vit test file is incidental." + } + ] + }, + "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": 38, + "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": "5e384244059950f2e4dd67d701563bcc738b05c6bda99f6c88a06a6461e51afc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct pull requests for two different segmentation pipelines. They share scaffolding and documentation patterns, but they target different code paths, model integrations, and tests, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the more substantial and broader implementation, with additional model/test coverage across SAM/EdgeTam/SAM2/SAM3 Tracker, so it is the better representative of this cluster even though it is not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/registry scaffolding is expected, but the titles, task pages, pipeline modules, and model tests indicate separate concrete implementations rather than one 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": 11, + "component_count": 38, + "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": "ab717c2ed4b910d5f6faadd91c2f78c39197ea130a52b9d090dd3aeade54a70e", + "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": "The two PRs both touch `trainer.py`, but they add unrelated customization hooks: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer extension points and different bug classes: GA loss scaling vs. dataset column/signature filtering. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 38, + "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": "a53a41dc7f8537090dc4015080a2ba6ce3370c83170a92c66bd4fb840df70354", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: both touch `src/transformers/cli/serve.py` and both mention `TypeAdapter`, but they address different annotation/runtime-import problems with different fixes and different issue targets.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the narrower, more directly targeted fix for the `TypeAdapter` NameError when `pydantic` is absent, with a minimal `TYPE_CHECKING` import and quoted annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of this cluster because it most clearly states and fixes the concrete runtime NameError scenario without broader annotation churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: same file and related annotation cleanup, but the diffs are different fixes for different reported issues/contexts; they do not clearly fix the same concrete bug and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 38, + "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": 38, + "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", + 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The concrete duplicate pockets are GPT-J/CodeGen (44066/44722/44085) and GPT-Neo (44018/44068); the rest are separate architecture-specific changes.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is a solid representative for the GPT-J/CodeGen duplicate pocket because it directly spans the shared GPT-J and CodeGen files/code paths; I\u2019m not claiming it is broader than 44722, just that it cleanly anchors that overlap.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the best overall PR anchor because it represents one of the two real duplicate pockets in the cluster (GPT-J/CodeGen) and has explicit issue linkage, while most other PRs are separate model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and forward paths; same tracking issue is not enough." + }, + { + "left": "pull_request:43996", + "right": 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"left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are unrelated model paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are different architectures." + }, + { + "left": "pull_request:43997", + "right": 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"accept": false, + "reason": "RegNet and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated output-tracing refactors." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge calls are mostly conservative, but the representative-pr/cluster rationale is not fully grounded. In the packet, PR 44066 is at least as broad as 44722 for the GPT-J/CodeGen overlap (both cover the same two files/code paths), so saying 44722 is the \"strongest\" or \"broadest\" representative is speculative. Also, the summary\u2019s phrasing that this is the \"only real overlap\" is a bit too strong given the separate GPT-Neo near-duplicate pair that is also present in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 38, + "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": "3b6babea88d5d56b6ae2ae0521d9787e2a7fc097281fcdb416e8d33d1c852c2d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "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 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all part of the same broad project to standardize output tracing/capture, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best canonical representative because it has the only explicit issue target and a fuller refactor description, but it is still a SpeechT5-specific implementation rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest single representative of the cluster: it clearly documents the standardized output-capture migration and is the only item tied to an explicit issue, making it the most informative anchor PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but FocalNet and ImageGPT are different models with different forward paths and helper setup. Same theme, not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet use different architectures and different output-capture rewrites. They are related refactors, but not one duplicate bugfix/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both add standardized output capture, but MPNet and VisualBERT change different model internals and wrappers. They are not the same code-path fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet touch unrelated model implementations; the similarity is only at the refactor pattern level, not the underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBERT are distinct model code paths. They share the migration theme, but not a single underlying bug or mergeable change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBERT and SpeechT5 are different models with different output/caching logic. This is the same refactor family, not a duplicate PR for 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": 15, + "component_count": 38, + "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": "66d00a46691451b8aed6b6a52bd9231748dbf34d00cf3dea7a62a9a6368ca48d", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43570, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43570, + "estimated_input_tokens": 10893, + "estimated_eval_tokens": 22042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A cluster of model-specific \"refactor output tracing\" PRs across different architectures. They share a pattern and utilities, but they do not appear to be duplicate fixes for the same concrete code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44003 is the most substantial representative in the cluster: it spans two related Mamba-family files and contains the clearest end-to-end output-tracing refactor with utility integration.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44003 is the strongest anchor for this cluster because it is broader than the single-file edits and best represents the shared output-tracing refactor theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths (`timm_backbone` vs `upernet`); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different code paths (`timm_backbone` vs `vision_text_dual_encoder`); not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; only a shared output-tracing refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs Mamba/Falcon-Mamba); not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `rwkv`); superficial similarity only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `univnet`); not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and file scopes; same refactor motif only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are unrelated concrete code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper/model code paths; cannot treat as one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models and files; similar refactor, not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); not mergeable as one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different code paths and outputs; shared utility usage is not enough." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architecture and implementation details; not the same concrete bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`)." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and Mamba-family code are unrelated concrete paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations; not a single duplicate fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`upernet` vs `rwkv`); same subsystem-level theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not one underlying bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families (`mamba`/`falcon_mamba` vs `codegen`); too broad to merge as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; only the refactor style is shared." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and model logic; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures (`vision_text_dual_encoder` vs `codegen`)." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder wrappers (`depth_anything` vs `vision_encoder_decoder`); not the same concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different tasks and code paths (`depth_anything` vs `superpoint`)." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; same output-tracing refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures (`depth_anything` vs `dpr`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Related wrapper shape, but different concrete code paths (`vision_encoder_decoder` vs `speech_encoder_decoder`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model types (`vision_encoder_decoder` vs `superpoint`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and forward contracts; not one duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations and output contracts." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (`speech_encoder_decoder` vs `rwkv`)." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths; similar refactor pattern only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`superpoint` vs `rwkv`)." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different tasks and files; not the same underlying change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations (`rwkv` vs `dpr`); broad similarity only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "Model refactor PR vs tooling/performance PR; unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Different domains entirely (`speech_encoder_decoder` vs modular conversion tooling)." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "`rwkv` model code and build tooling are unrelated." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "Different subsystem and purpose; not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "Model output-tracing refactor vs tooling pool reuse; unrelated." + } + ] + }, + "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": 38, + "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": "2c56715a847b277072db8e870b0017d90137d360dbb0ab38228c63c1c3b75e05", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6549, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6549, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap on standard Transformers scaffolding (auto registries, docs, package init). They do not appear to fix the same bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a PR must represent the cluster, #45401 is the better candidate because it is scoped to a single Voxtral-TTS feature and explicitly targets issue #45027; #44662 is a separate PenguinVL implementation.", + "best_issue_reason": null, + "best_pr_reason": "#45401 is the strongest standalone PR: it has an explicit issue target, a focused feature goal, and a coherent set of Voxtral-TTS files. #44662 is a different model implementation and not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: PenguinVL and Voxtral TTS are different model implementations with different code paths and different added files. The shared registry/docs changes are boilerplate, not evidence of 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": 17, + "component_count": 38, + "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": "17a92fd0bd4efd2a166a4303dcab3ec71f133bde76f05fda80ebaae0db76de30", + "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 PRs cluster around the same kernel-fusion area, but they split into a foundational Module Fusion API PR and several successive KernelConfig-based implementation/refinement PRs. #46339 is still the best representative of the later n-to-1 KernelConfig line, but the pairwise soft edges are not strong enough to treat the PRs as the same concrete change.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46339 is the best representative of the KernelConfig n-to-1 fusion line because it is the latest and broadest of the related implementation PRs, touching the core loading/integration path and tests, so it most likely subsumes the earlier KernelConfig iterations.", + "best_issue_reason": null, + "best_pr_reason": "PR #46339 is the strongest cluster representative for the later kernel-fusion work: it is the most complete KernelConfig-based PR and appears to be the endpoint of the refinement chain, unlike #44979 which is a separate foundational API layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Same general feature family, but #44979 is a foundational Module Fusion API PR while #45363 is a specific KernelConfig n-to-1 implementation. They are related layers, not the same concrete change." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": false, + "reason": "They overlap in KernelConfig fusion files and titles, but the evidence looks like successive iterations/extensions of the feature, not a clearly mergeable duplicate bugfix or identical PR." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": false, + "reason": "#45666 and #46339 are both KernelConfig fusion PRs, but the overlap is consistent with refinement of the same feature area rather than the same exact change set or duplicate fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The high-level grouping is mostly grounded: #44979 is a separate foundational Module Fusion API PR, while #45363/#45666/#46339 are all in the KernelConfig n-to-1 fusion line. However, the soft-edge accepts are a bit too aggressive for the packet. The evidence only shows title/file overlap and later iterations, not that #45363\u2194#46339 or #45666\u2194#46339 are clearly mergeable as the same bugfix/duplicate PR. They look more like successive extensions/refinements of the same feature area than the same concrete change, so those pair verdicts should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 38, + "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": "17fc34ec7e9462093e02dd1f2ef3ce4bbb9b15ead4bad0e95cf1b9cbbf1b13e1", + "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 implement the same fix for the Mistral regex patch AttributeError in the same file and on the same issue; 45317 is the more complete version because it includes the test coverage as well.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it targets the same bug as 45086, but it also adds tests and has the clearer, more specific title tied to the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same code-path fix plus accompanying test coverage, making it the most complete implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex; the second PR is an expanded version of the first rather than a different 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": 19, + "component_count": 38, + "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": "2e4f68141471b9f117c5c981f44ba629486d2e2be29e3fcc75c872e0bf881f37", + "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": "Both pull requests are about Nemotron-H, but they are not the same change: one is a narrow inheritance/conversion-mapping refactor, while the other introduces the dedicated dense/sparse model split plus docs and auto-mapping updates. I would not merge them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the larger, more complete change set: it introduces the new NemotronH dense/sparse model structure and updates the surrounding docs/auto-registration, whereas 45115 is a narrower refactor focused on inheritance and conversion naming.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 best captures the underlying user-visible change and is the more complete implementation of the Nemotron-H model split; 45115 looks like a preparatory refactor that overlaps only in shared model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Overlap is only in the shared Nemotron-H codebase and auto/modeling files. 45115 is a conversion/inheritance refactor, while 45569 adds the dense/sparse model variants and documentation; they are not the same concrete fix 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": 20, + "component_count": 38, + "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": "8d9583610fd9c802c0499026637edde43633857e819a19ee2f47f164a474caf9", + "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": "These are related but distinct feature PRs: one adds heterogeneous per-layer config support, the other builds broader heterogeneous modeling/runtime support on top of it. They overlap in infrastructure files, but they are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical PR because it is the broader end-to-end implementation, covering per-layer config handling plus cache/modeling/runtime integration, whereas 45333 is just the configuration foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest representative of the cluster because it subsumes the shared heterogeneous-config work and extends it into actual model support and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: 45333 focuses on per-layer configuration plumbing, while 45332 adds broader heterogeneous model/runtime support and can stand as a separate 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": 38, + "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": "0a142b77303974f8287d535ebdc509c5e291ebaa1d2e832c1464982aa189aa6b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-focused PRs in transformers, but they are not the same change: one is a broad repo-wide type-checking sweep, the other is a narrower typing update around modeling_utils/_typing. The overlap in files and theme is not enough to treat them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the more focused and concrete typing change, centered on _typing/modeling_utils integration, whereas #45415 is a much broader type-checking sweep across many files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They share typing-related files, but the scope differs: #45415 is a wide type-checking pass over many modules, while #45425 is a targeted typing adjustment. They do not look like the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 38, + "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": "ad14178b58e50dc3e9ea6ffdfe617eac5fa52757b8f5687b4995ceb6fb92ce74", + "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": "Both pull requests are about cache-aware multi-token forward paths, but they target different model families and different concrete bugs, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45513 is the better cluster representative: it addresses a broader cache-forward bug across several related Qwen/Olmo model implementations and includes model/test coverage for the multi-token cached continuation path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45513 is the strongest overall example of the cluster\u2019s theme because it fixes a concrete cached-forward edge case in a more general way across multiple files, whereas #46084 is a narrower Mamba2-specific cache-length fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "They are related only at a high level (cache/use_cache behavior) but fix different model-specific code paths: Qwen/Olmo linear attention multi-token cached forward vs. Mamba2 seq_len>1 cached state handling. Not the same underlying bug or 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": 23, + "component_count": 38, + "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": "cadee3a3ecef72ba2d8df360182e8e59eb344cae81e52c7d2ef6dedeb779ccb0", + "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": "Both PRs touch expert-parallel loading, but they fix different bugs: 45548 preserves distributed_config/EP detection for accelerate+ZeRO-3 loading, while 45662 prevents expert tensors from being overwritten in the FSDP2/sharded load path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single PR must anchor this cluster, 45662 is the better representative because it fixes a concrete silent corruption bug in the loading path; 45548 is a separate config/EP-detection change.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger standalone PR: it targets a specific expert-overwrite failure mode with direct code-path fixes, whereas 45548 is narrower and addresses a different loading/config serialization problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different root causes and fixes: 45548 handles EP config serialization/has_ep for ZeRO-3 loading; 45662 handles post-shard wrapping to stop experts being overwritten under FSDP2. Shared subsystem only, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 38, + "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": "7fba2bcafca7a77229db8205f474b1f18cd862d457c70267e14010089b8b1ce0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same captured_info/xdist collision problem in `src/transformers/testing_utils.py`; PR 45645 is the broader, more complete version because it also updates CI log collection to handle multiple files.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the strongest representative because it contains the core xdist-safe `captured_info` fix plus the related CI/workflow updates needed to preserve and aggregate those logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best captures the cluster\u2019s underlying change: making captured_info artifact handling xdist-safe and ensuring downstream CI/debug log handling still works.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accepted: both fix the same concrete collision in patched testing debug logs under xdist; 45645 extends the same fix with additional CI/reporting plumbing rather than a different bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 38, + "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:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "6278508ae2368fc648feebe13345c2060aca00fd2de9dbedd1a8803d0fa01808", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7838, + "estimated_input_tokens": 1960, + "estimated_eval_tokens": 4176 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7838, + "estimated_input_tokens": 1960, + "estimated_eval_tokens": 4176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the two attn_implementation PRs are superficially related; they target different model families and code paths, so they should remain separate. The AutoModel mapping PR is unrelated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46401 is the broadest and most representative of the attn_implementation dispatch work, covering several vision-language model families and their tests/docs. The other PRs are either narrower model-specific variants or unrelated auto-mapping changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46401 is the best single representative of the cluster theme because it cleanly addresses attn_implementation dispatch across multiple affected model implementations, whereas 46320 is a separate RecurrentGemma-specific change and 45670 is unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: 45670 adds GlmAsr entries to auto model mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. No shared bug or mergeable code-path fix." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated changes. 45670 is an AutoModel registration tweak for GlmAsr; 46401 adds attn_implementation dispatch support for BLIP-2/InstructBLIP families." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are about attn_implementation support, but they fix different model families and different implementation paths. They are too broad and distinct to treat as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 38, + "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": "36a53b58b50fe521d92e7f52810f82b3f083b8cebe594ea12481f627cbb47c74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate linter-rule PRs: #45720 implements part of TRF003 for tuple-return behavior across model forwards, while #46259 adds a different rule (TRF018/TRF016 docs) about dead boolean flags in image/video processors. They overlap only at a broad \"modeling/linter\" level, not at the same code-path or change set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR as a duplicate target: the PRs address different rules, different APIs, and different affected model families.", + "best_issue_reason": null, + "best_pr_reason": "#46259 is the better representative of the cluster because it adds a new documented rule with a broad but coherent set of model fixes; however, it is not a duplicate of #45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: TRF003 tuple-return forwarding in model forwards vs TRF018/TRF016 dead boolean flags in image/video processor preprocess paths. Shared linter context is too broad to treat as the same 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": 27, + "component_count": 38, + "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": 38, + "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": "a27eecf58198595a0ad78451a8eb3fde349dc144376481ba7f633b4d5bd73f0a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are unrelated noisy PRs using similar \u201cdo not merge\u201d testing titles. One is a broad CI/model-code change PR, the other is a single-file test mutation PR. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantive representative of the cluster: it touches CI/workflow and multiple model files, whereas 46100 is just a tiny test-only edit. If one PR must stand in for the cluster, 45932 better reflects the broader code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best overall PR candidate because it contains concrete implementation changes across code paths and workflow configuration; 46100 is clearly a placeholder/test-mutation PR and is not a good representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these are not the same underlying change. 45932 modifies CI/workflows and several model implementations, while 46100 only edits a ViT test file with deliberate failing assertions. Similar titles and testing intent are not enough to merge 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": 29, + "component_count": 38, + "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": "e70da6f80a8a422a0a9c1bde4635a24077787255ed234c8202d30237e649ea99", + "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": "These are three model-specific PRs adding SDPA dispatch support to different Transformers architectures. They share a pattern and wording, but they target different code paths and should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest and most substantial of the set, covering multiple related speech/model variants with full code and test updates, so it is the best representative if one PR must be chosen for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest standalone representative of the SDPA-dispatch work because it spans several model implementations and includes corresponding tests, making it the most complete exemplar of the pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Different architectures and code paths (CTRL vs T5); same feature request but not the same concrete fix and not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Both add SDPA support, but they touch unrelated model families (CTRL vs wav2vec2/SeamlessM4T) and different implementations/tests." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 and wav2vec2/SeamlessM4T are distinct model code paths; this is a shared pattern, not the same 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": 30, + "component_count": 38, + "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": "00ab7678c100d035d8edb29a583b415fd81f2488669b811dad6656e33904ad4f", + "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": "These are not duplicates. PR #46269 is a broad distributed-stack base branch with CI and many subsystem changes, while PR #46126 is a narrower EP + Trainer integration patch; they overlap in a few distributed files but do not look like the same concrete fix/change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella change set and best represents the cluster\u2019s shared distributed branch work; PR #46126 is a narrower feature integration layered on top of that space.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best single representative because it spans the widest set of related distributed changes and appears to be the base branch that other work builds on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Overlap in distributed files, but the PRs target different scopes: #46126 is EP/Trainer integration, while #46269 is a broad distributed branch base with CI and many unrelated component updates. They are not the same concrete 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": 31, + "component_count": 38, + "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": "ed9a73ee70a03e4235dc562a8412b6bb3a1f6c2393c3c3d13c6676eaa39de5b0", + "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 unrelated GitHub Actions workflow changes: one updates self-comment CI to pass comment text via stdin, the other hardens ssh-runner by pinning a downloaded helper script and clearing HF_TOKEN before SSH.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46432 is the stronger canonical representative because it makes a more substantive workflow/security change (pinning a remote script and unsetting a sensitive token), while 46138 is a smaller command-invocation cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 46432 is the best PR candidate overall for the cluster because it is the more impactful and self-contained change in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different underlying problems. 46138 only changes how a comment is piped into a helper script in self-comment CI; 46432 hardens ssh-runner by pinning a downloaded script and clearing HF_TOKEN. They are not the same code-path fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 38, + "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": "5313e57188fd32fd048bc38f8dd8d9b5af54bb0de9c4648a3e88792fff4fb557", + "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 are related source-reading hardening PRs, but they fix different code paths in different modules, so they are not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better canonical PR representative: it targets a specific `_can_set_attn_implementation` path in `modeling_utils.py` and includes tests, making the change clearer and better-scoped.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest overall representative of the cluster because it is a concrete, test-backed fix to one code path, whereas 46152 is a separate utility-level change in another module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both replace file-open source inspection with a safer source lookup, but they affect different modules and different behaviors (`import_utils.py` vs `modeling_utils.py`). They are thematically similar, not the same underlying bug, and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 38, + "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-46173-6", + "nodes": [ + "pull_request:46173", + "pull_request:46343", + "pull_request:46436", + "pull_request:46474", + "pull_request:46475", + "pull_request:46481" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46481", + "pull_request:46436|pull_request:46474", + "pull_request:46474|pull_request:46481", + "pull_request:46474|pull_request:46475", + "pull_request:46173|pull_request:46474", + "pull_request:46343|pull_request:46475" + ], + "prepared_review_unit_hash": "93038bf9543d9f36cccc6a4d95e0e9f122f15df3a65a56a2e3eaf8ae8da21aa9", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14073, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14073, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one duplicate set; it splits into three separate PR pairs: a StaticLayer type-hint fix, a Falcon-Mamba kernel-warning wording fix, and a static-cache max-length config fix. I only accept soft edges within each pair.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR spans the whole cluster because the items are three unrelated fixes; the nearest duplicate pairwise representatives are 46474, 46475, and 46481 for their respective bugs.", + "best_issue_reason": null, + "best_pr_reason": "46474 is the strongest single representative among the duplicate pairs because it matches the cache_utils type-hint fix exactly and includes tests, but it is only representative of one subcluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying StaticLayer get_seq_length type-hint fix in cache_utils; 46474 is just the test-backed version of the same change." + }, + { + "left": "pull_request:46343", + "right": "pull_request:46475", + "accept": true, + "reason": "Same Falcon-Mamba fast-path warning clarification on the same code path; both are the same wording fix, with 46475 adding tests." + }, + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs and code paths: generation cache max-length handling vs StaticLayer return-type annotation." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46475", + "accept": false, + "reason": "Unrelated subsystems and fixes: cache_utils type hint versus Falcon-Mamba warning text." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46481", + "accept": false, + "reason": "Different changes in generation/cache handling; shared test file is not enough to make them the same bug." + }, + { + "left": "pull_request:46436", + "right": "pull_request:46481", + "accept": true, + "reason": "Same static-cache max-length config bug in generation/utils.py; both PRs implement the same fix and could be merged into one." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the six PRs cleanly split into three issue-target subclusters (45987, 46234, 46424), and the accepted soft edges are limited to PRs that are plausibly the same bugfix and mergeable. The rejected edges are conservative and correctly avoid cross-bug linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 38, + "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-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 38, + "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": "bbe8f414c8d8bb7b9dd0e8d1536cfc6fa3ebe80607dbc19f3e652d1aeebf5740", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5897, + "estimated_input_tokens": 1475, + "estimated_eval_tokens": 3206 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5897, + "estimated_input_tokens": 1475, + "estimated_eval_tokens": 3206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate test-fix PRs, not duplicates. The two quant_cache skips are model-specific workarounds for different cache implementations, and the Cohere2Moe PR is a different device-map/test-setup fix entirely.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR cleanly subsumes the others. If forced to pick a representative, 46337 is the broadest fix, but it targets a different failure mode than the quant_cache skips.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different bugs: Cohere2Moe device-map/setup failure vs NemotronH quantized-cache incompatibility. Same broad test area, but not the same concrete change." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Different failure modes and files; one fixes Cohere2Moe device placement, the other skips a DeepSeek V4 quant-cache test." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both skip the same test name pattern, but for different model-specific cache implementations and distinct incompatibilities, so they are 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": 36, + "component_count": 38, + "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": "715937e8046c740550f820152b1d5f5491a8b170168d4234d72fde739686f492", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates: #46376 is a broad draft for multimodal continuous batching infrastructure, while #46417 adds the HunYuan VL model, docs, and tests. They touch different code paths and should not be merged as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46417 is the cleaner canonical representative: it is a self-contained model addition with focused scope, docs, and tests, whereas #46376 is a broad draft infrastructure refactor.", + "best_issue_reason": null, + "best_pr_reason": "#46417 is the best PR to represent this cluster because it is concrete and cohesive; #46376 is unrelated in function and still a draft multimodal batching overhaul.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: continuous-batching multimodal support vs. a new HunYuan VL model implementation. No shared concrete 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": 37, + "component_count": 38, + "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-46465-2", + "nodes": [ + "pull_request:46465", + "pull_request:46470" + ], + "soft_pairs": [ + "pull_request:46465|pull_request:46470" + ], + "prepared_review_unit_hash": "2d028eb1ee5c9984d03de8b7fe0120f92f53c9aa09665e236207f7f1d4160ba8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4986, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4986, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same decoder input-validation error-message area in T5-family models, but they implement different text fixes. One broadens/rewords the message across more model files, while the other narrowly corrects the decoder prefix formatting and adds tests.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46470 is the cleaner anchor: it directly fixes the decoder validation message formatting in the affected T5/MT5/uMT5 code paths and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46470 is the best overall candidate because it is focused, tested, and matches the concrete error-message bug without extra wording changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46465", + "right": "pull_request:46470", + "accept": false, + "reason": "Shared issue target aside, these are not the same concrete change: #46465 adds a new explanatory sentence and broader wording changes across more model files, while #46470 only changes the decoder prefix formatting and test coverage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46483-3", + "nodes": [ + "pull_request:46483", + "pull_request:46484", + "pull_request:46485" + ], + "soft_pairs": [ + "pull_request:46483|pull_request:46484", + "pull_request:46483|pull_request:46485", + "pull_request:46484|pull_request:46485" + ], + "prepared_review_unit_hash": "f208880f5b83aaa4cbce62da46a151d5ab1261300cfdd751396b3ac276b58d76", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8159, + "estimated_input_tokens": 2040, + "estimated_eval_tokens": 4336 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8159, + "estimated_input_tokens": 2040, + "estimated_eval_tokens": 4336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one hardens `trust_remote_code` handling for local custom generation, while the other two add separate allocation guards in different model code paths. The two memory-safety PRs are similar in theme but fix different concrete bugs.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46484 is the best representative of the memory-safety fixes: it applies a concrete allocation bound across many positional-embedding implementations and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46484 is the strongest standalone change in the cluster because it is broad, specific, and directly addresses an eager OOM risk with a clear guard and test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46483", + "right": "pull_request:46484", + "accept": false, + "reason": "Different bug classes and code paths: remote-code trust gating vs. sinusoidal embedding allocation limits. Similar safety theme, but not the same fix." + }, + { + "left": "pull_request:46483", + "right": "pull_request:46485", + "accept": false, + "reason": "Unrelated fixes: custom generation loading security vs. causal-mask size guarding. They do not look mergeable into one PR." + }, + { + "left": "pull_request:46484", + "right": "pull_request:46485", + "accept": false, + "reason": "Both prevent OOMs, but in different mechanisms and model paths (positional embeddings vs. causal masks). They share a theme, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/manifest.json b/snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8b996ae5c3552be4c71f878bc1483b49331c8587 --- /dev/null +++ b/snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260608t120020z", + "artifacts": { + "hybrid": "snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-08T12:17:15Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260608T120020Z", + "variant": "hybrid" +} diff --git a/snapshots/20260608T120020Z/manifest.json b/snapshots/20260608T120020Z/manifest.json index de01709daf88b06e12e9f00db9399db95299eb0c..3b9e6e6ed0886fa1c621a3e5a735b44fbe164eab 100644 --- a/snapshots/20260608T120020Z/manifest.json +++ b/snapshots/20260608T120020Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1570 }, "extracted_at": "2026-06-08T12:00:20Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260608t120020z", + "runs": { + "hybrid-model-20260608t120020z": { + "analysis_id": "hybrid-model-20260608t120020z", + "artifacts": { + "hybrid": "snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260608T120020Z/analysis-runs/hybrid-model-20260608t120020z/manifest.json", + "model": null, + "published_at": "2026-06-08T12:17:15Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260608T120020Z", "watermark": {