diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 47c50ce7ca40c067dab16f6a4a75d7446d6d4a29..d94653b71245d058a53246720030ecbd203a1baa 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": "20260606T000047Z", - "generated_at": "2026-06-06T00:04:15Z", + "snapshot_id": "20260606T060018Z", + "generated_at": "2026-06-06T06:07:21Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,364 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-45363-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46339, - "issue_numbers": [], - "pr_numbers": [ - 45363, - 45666, - 46339 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45363, - "right_pr_number": 45666, - "code_similarity": 0.392, - "size_similarity": 0.298, - "file_overlap": 0.571, - "area_overlap": 0.329, - "patch_similarity": 0.306, - "shared_filenames": [ - "fused_qwen_example.py", - "src/transformers/integrations/__init__.py", - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py" - ], - "shared_file_areas": [ - { - "filename": "fused_qwen_example.py", - "left_ranges": [ - [ - 1, - 30 - ] - ], - "right_ranges": [ - [ - 1, - 49 - ] - ] - }, - { - "filename": "src/transformers/integrations/__init__.py", - "left_ranges": [ - [ - 67, - 81 - ], - [ - 226, - 240 - ] - ], - "right_ranges": [ - [ - 67, - 73 - ], - [ - 222, - 228 - ] - ] - }, - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 17 - ], - [ - 22, - 35 - ], - [ - 505, - 716 - ] - ], - "right_ranges": [ - [ - 11, - 53 - ], - [ - 286, - 295 - ], - [ - 521, - 1077 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 3738, - 3747 - ] - ], - "right_ranges": [ - [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 - ] - ] - } - ] - }, - { - "left_pr_number": 45363, - "right_pr_number": 46339, - "code_similarity": 0.506, - "size_similarity": 0.925, - "file_overlap": 0.286, - "area_overlap": 0.545, - "patch_similarity": 0.297, - "shared_filenames": [ - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 17 - ], - [ - 22, - 35 - ], - [ - 505, - 716 - ] - ], - "right_ranges": [ - [ - 14, - 52 - ], - [ - 285, - 294 - ], - [ - 521, - 685 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 3738, - 3747 - ] - ], - "right_ranges": [ - [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4256 - ], - [ - 4650, - 4663 - ] - ] - } - ] - }, - { - "left_pr_number": 45666, - "right_pr_number": 46339, - "code_similarity": 0.399, - "size_similarity": 0.322, - "file_overlap": 0.667, - "area_overlap": 0.247, - "patch_similarity": 0.318, - "shared_filenames": [ - "src/transformers/core_model_loading.py", - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py", - "tests/kernels/test_kernels.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/core_model_loading.py", - "left_ranges": [ - [ - 19, - 25 - ], - [ - 80, - 86 - ] - ], - "right_ranges": [ - [ - 19, - 25 - ], - [ - 80, - 86 - ] - ] - }, - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 53 - ], - [ - 286, - 295 - ], - [ - 521, - 1077 - ] - ], - "right_ranges": [ - [ - 14, - 52 - ], - [ - 285, - 294 - ], - [ - 521, - 685 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 - ] - ], - "right_ranges": [ - [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4256 - ], - [ - 4650, - 4663 - ] - ] - }, - { - "filename": "tests/kernels/test_kernels.py", - "left_ranges": [ - [ - 19, - 54 - ], - [ - 228, - 281 - ], - [ - 294, - 317 - ], - [ - 605, - 995 - ] - ], - "right_ranges": [ - [ - 21, - 28 - ], - [ - 33, - 39 - ], - [ - 90, - 103 - ], - [ - 217, - 323 - ], - [ - 336, - 359 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1972,35 +1614,6 @@ } ] }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44029 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2275,6 +1888,35 @@ ] } ] + }, + { + "cluster_id": "cluster-46362-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46368, + "issue_numbers": [], + "pr_numbers": [ + 46362, + 46368 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46362, + "right_pr_number": 46368, + "code_similarity": 0.231, + "size_similarity": 0.875, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.375, + "shared_filenames": [], + "shared_file_areas": [] + } + ] } ], "duplicate_issues": [], @@ -2332,15 +1974,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2359,16 +1992,6 @@ "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, @@ -2386,6 +2009,15 @@ ], "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46362-2", + "canonical_pr_number": 46368, + "duplicate_pr_numbers": [ + 46362 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46362-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index abdd78a9ee499cd5219ceecc2036c2e631f88352..b53f6bcf0b6d86dd06d87f3fd4bd7b56695caa4b 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260606T000047Z", - "generated_at": "2026-06-06T00:04:15Z", + "snapshot_id": "20260606T060018Z", + "generated_at": "2026-06-06T06:07:21Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -133,382 +133,424 @@ "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "e28d7c4fe4a737de77d8a55d006c8ddd05ec39aaf83dcdff5180fd4373b4b3af", + "prepared_review_unit_hash": "ed7a12ba81688a3a6faae66486f2091c5e835504d929fe82da084fe8de95464b", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 64, - "serialized_chars": 46874, - "estimated_input_tokens": 11719, - "estimated_eval_tokens": 23694 + "serialized_chars": 46880, + "estimated_input_tokens": 11720, + "estimated_eval_tokens": 23696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated transformer/model/runtime issues. The only clear duplicate-like pair is the two DeepSpeed ZeRO-3 Bert IndexError reports; the rest should stay separate. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43596 is the cleaner anchor for the shared ZeRO-3/Bert size-0 IndexError, and 43638 reads like a narrower variant of the same failure.", + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime/docs issues. Only one clear duplicate pair stands out: the DeepSpeed ZeRO-3 BERT index-out-of-bounds reports (43596/43638).", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43596 is the broadest, clearest representative of the only true duplicate pair in this set; 43638 is a narrower variant of the same ZeRO-3/BERT crash.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the best representative issue in this set because it captures the recurring ZeRO-3/Bert loading failure in a general form.", + "best_issue_reason": "43596 is the best single issue to anchor the duplicate pair because it captures the shared concrete failure mode without extra model-specific narrowing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute missing vs streaming chat/completions error." + "reason": "Different model/config errors and different code paths." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and symptoms: AMD GPU failure vs MPS int histogram limitation." + "reason": "Unrelated hardware/runtime failures; not the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug classes: image dtype mismatch vs AMD GPU runtime failure." + "reason": "Both are model-specific failures, but the symptoms and paths differ." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different code paths: autocast dtype mismatch vs AMD GPU model failure." + "reason": "Different runtime mismatch vs AMD GPU failure; not a duplicate." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated model/backend issues; no shared underlying defect." + "reason": "Different model families and failure modes." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and errors; not the same bug." + "reason": "Different model/runtime issues with no shared concrete bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collective mismatch is unrelated to ONNX export errors." + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export issue vs Qwen3Moe FP8 failure are different problems." + "reason": "Both are model errors, but on different models and code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export error and CUDA assert on auto device map are unrelated." + "reason": "Different model export vs device-mapping crash." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a task crash, the other is outdated RAG docs; not the same issue." + "reason": "One is a task crash, the other is docs/examples cleanup." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs problems, but they concern different removed references and would be fixed separately." + "reason": "Both are v5 docs cleanup, but they reference different removed content." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are different failures." + "reason": "Different failure classes: export error vs import error." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding handling is unrelated to resuming training with trust_remote_code." + "reason": "Different trainer/model behaviors; not the same underlying bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch is not the same as Gemma4 PLE device placement." + "reason": "Different tensor-shape error vs device mismatch on a different model." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve indexing errors, but the concrete failure modes and code paths differ." + "reason": "Both mention index/shape problems, but the model and failure mode differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading failure is unrelated to training resume/trust_remote_code." + "reason": "Different training resume issue vs ZeRO-3 BERT index error." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Similar IndexError wording, but the underlying tensor-shape issue is different." + "reason": "Different error signatures and different model context." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal/video input bugs with distinct symptoms." + "reason": "Mask-shape mismatch vs video feature/token mismatch; unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different tensor shape/indexing bug vs GPT-OSS tensor-parallel issue." + "reason": "Different bug types: tensor indexing vs TP/MoE behavior." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template StopIteration is unrelated to resume-training behavior." + "reason": "Video input/chat-template bug vs training resume issue." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different failure modes and code paths." + "reason": "Different problem domains and symptoms." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config field regression is unrelated to training resume behavior." + "reason": "Config attribute omission vs model resume/trust-remote-code issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor preset handling and ONNX export are unrelated." + "reason": "BarkProcessor preset handling vs ONNX export error." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch and ZeRO-3 Bert IndexError are different bugs." + "reason": "Different DeepSpeed failures with different triggers and symptoms." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert size-0 IndexError family; 43638 is a narrower variant of the same underlying bug." + "reason": "Same ZeRO-3/BERT index-out-of-bounds crash; 43638 is a narrower repro of 43596." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross_entropy being called is unrelated to GPT-OSS tensor parallelism." + "reason": "Liger cross-entropy call path vs GPT-OSS TP issue; not the same bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization mismatch is unrelated to LoRA merge/save/load inconsistency." + "reason": "Different problems: detokenization vs LoRA merge/save consistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime failure is unrelated to LoRA save/reload output divergence." + "reason": "Different model/runtime failure vs LoRA merge output mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation mismatch is a different bug from mask indexing." + "reason": "Activation checkpointing/FSDP mismatch vs unrelated indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed failures: weight dimensionality vs collective mismatch." + "reason": "Both involve DeepSpeed, but the concrete runtime errors are different." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same module name, but CPU offload incompatibility and uninitialized-memory-after-to_empty are different bugs." + "reason": "Same model component, but different bugs: CPU-offload incompatibility vs uninitialized-memory materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Zero-3 Bert loading failure is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Completely different code paths and failure modes." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and custom trainer signature regression are unrelated." + "reason": "Checkpointing/accelerate issue vs trainer API signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model systems and failure modes." + "reason": "Different subsystems and symptoms." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Image dtype mismatch and GraniteMoE invalid method call are unrelated." + "reason": "Different multimodal dtype mismatch vs invalid-method call issue." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 inputs_embeds reverse lookup is unrelated to Qwen3.5 video token mismatch." + "reason": "Different Gemma4 embedding behavior vs Qwen3.5 video template mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM attribute regression is unrelated to Mistral regex patch failure." + "reason": "Different tokenizer/config regressions with no shared underlying bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 issues: device placement vs expensive reverse embedding lookup." + "reason": "Device placement mismatch vs expensive reverse-embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3-8B NVFP4 runtime failure are different problems." + "reason": "General torch compatibility vs a specific Qwen-3 NVFP4 runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch is unrelated to Qwen3 auto-device-map CUDA assert." + "reason": "Unrelated distributed-training and device-mapping failures." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to GPT-OSS tensor parallel failure." + "reason": "Autocast dtype mismatch vs GPT-OSS MoE/TP issue." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature mismatch are different bugs." + "reason": "Different model-specific tracing vs image-preprocessor dtype mismatch." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "FSDP recomputation mismatch is unrelated to GenerationMixin import failure." + "reason": "Different models and different runtime failures." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "Liger cross_entropy dispatch and tensor mask shape mismatch are different issues." + "reason": "Dtype mismatch vs MPS histogram support; unrelated." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "AMD GPU runtime failure is unrelated to outdated RAG examples." + "reason": "TRL SFT input-embedding issue vs GPT-OSS TP issue." }, { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Checkpoint corruption and missing Sam3Model weight loading are not the same bug." + "reason": "Different model/runtime bugs." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Torch/version incompatibility and USE_DISTRIBUTED=0 regression are separate compatibility issues." + "reason": "Invalid method call vs MPS operator limitation." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error classes." + }, + { + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to the distributed-build regression." + "reason": "Different training/runtime subsystems; not the same change." }, { "left": "issue:41762", - "right": "issue:43596", + "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 IndexErrors, but on different models and code paths; too weak to merge." + "reason": "Both are ZeRO-3-related, but the models and error mechanisms differ." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different removed guidance and are separate edits." + "reason": "Both are docs issues, but they target different removed features." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal preprocessing failures." + "reason": "Different multimodal mismatch bugs." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different dtype/autocast issue vs MPS histogram integer limitation." + "reason": "Different dtype/autocast issue vs MPS histogram limitation." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRl SFT embedding unpacking and MPS histogram failure are unrelated." + "reason": "Trainer embedding issue vs platform operator limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different tensor kernel/autocast failures with no shared code path." + "reason": "Different cross-entropy/Liger issue vs autocast dtype mismatch." }, { "left": "issue:30277", - "right": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Collective mismatch and import failure are unrelated." + "reason": "Collective mismatch vs custom trainer argument mismatch." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP bug is unrelated to import regression." + "reason": "Different distributed-training and import problems." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different code paths and symptoms." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Hardware/model failure vs documentation cleanup." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint vs missing text encoder weights; different issues." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "General torch/version incompatibility vs USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different version/runtime compatibility failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same general class (ZeRO-3), but different model and failure details." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3/vLLM attribute issue is unrelated to Qwen3 CUDA assert on device mapping." + "reason": "Different model-integration regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge (43596/43638) is well supported by the shared ZeRO-3/Bert size-0 IndexError wording, and the rest of the rejections do not overstate similarity. No PRs are present, so there is no mergeability concern to flag." + "feedback": "The summary is well grounded in the packet and stays conservative: most pair verdicts are appropriately negative, and the only accepted pair (43596/43638) is strongly supported by the near-identical ZeRO-3/BERT index-out-of-bounds titles and similar similarity signal. The rest of the reasoning does not overstate duplicates." }, "evaluator_used": true, "retried": false, @@ -524,8 +566,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -598,15 +640,15 @@ "issue:43854|issue:43866", "issue:43425|issue:45070", "issue:43596|issue:45800", - "issue:43792|issue:45070", "issue:43975|issue:45901", + "issue:43792|issue:45070", "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", "issue:45464|issue:45685", "issue:43541|issue:45685", - "issue:43541|issue:43828", "issue:43404|issue:43866", + "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", "issue:45800|issue:45823", @@ -621,14 +663,14 @@ "issue:43366|issue:45464", "issue:43531|issue:45070" ], - "prepared_review_unit_hash": "93a1fc7acbcd7a2bd6e38f494def14a99b72bc19c39b969fbf0d9b5b588c439c", + "prepared_review_unit_hash": "330c4219b6db9ef99d85f000e04255f42abdcd4cdcfa048bfa0c10832cd700bc", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, @@ -643,268 +685,229 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated transformer regressions, but one duplicate family stands out: the v5 AutoTokenizer wrong-token-id regression across multiple model families. I only accept that soft duplicate; the rest are too model- or symptom-specific to merge safely.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the broadest, clearest formulation of the shared AutoTokenizer token-ID regression and covers multiple impacted model families, making it the best representative of the only strong duplicate family here.", + "summary": "The cluster is very heterogeneous: most items are unrelated model/load/runtime regressions, docs issues, or environment incompatibilities. No soft edge looks safe to merge as a duplicate with the evidence available.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative issue here: it describes a v5 AutoTokenizer regression affecting multiple model families, whereas most other items are narrower or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue representative because it generalizes the tokenizer regression beyond a single model and has the strongest evidence of being the shared underlying bug.", + "best_issue_reason": "Issue 45920 is the best single issue candidate because it has the widest scope and strongest regression framing, making it the most useful representative even though the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different failures: a Float8 storage lookup error vs a distributed-training compatibility issue." + "reason": "Different failures: an Int8Params storage TypeError vs a torch/distributed compatibility break." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are model-loading/runtime bugs, but they involve different models and different code paths (device mismatch vs chat-template/video-token mismatch)." + "reason": "Different models and code paths: Gemma4 device placement vs Qwen3.5 video/chat template validation." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different symptoms and subsystems: AMD GPU support vs table-question-answering crash." + "reason": "Unrelated symptoms and subsystems: AMD GPU model loading vs table-question-answering runtime crash." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they reference different API changes and do not describe the same underlying change." + "reason": "Both are docs issues, but they concern different pages and different API changes." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and different runtime failures; no evidence they share the same bug." + "reason": "Different model families and bugs: processor failure vs forward device mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated features: Liger Kernel cross-entropy dispatch vs Qwen3-VL video input StopIteration." + "reason": "Liger kernel cross-entropy dispatch issue is unrelated to a Qwen video StopIteration error." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "A decoding regression is unrelated to outdated RAG documentation." + "reason": "Different problem classes: detokenization bug vs stale RAG documentation." }, { "left": "issue:45812", "right": "issue:45920", - "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression: wrong token IDs across model families, with 45920 just describing a broader set of affected models." + "accept": false, + "reason": "Both mention AutoTokenizer regressions, but the affected models and exact failure reports differ too much to treat as the same bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint loading failure vs documentation staleness; no shared code-path." + "reason": "Checkpoint-loading implementation bug is unrelated to documentation/example drift." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Broad remote_code breakage is not the same as the USE_DISTRIBUTED=0 PyTorch compatibility issue." + "reason": "Remote_code regressions are not the same as the USE_DISTRIBUTED=0 PyTorch compatibility break." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both mention loading problems, but the model families and failure modes differ." + "reason": "Different load failures on different models; one is a corrupted checkpoint, the other an implementation issue." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed PyTorch support." + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-support breakage." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model execution/runtime error vs docs problem; unrelated." + "reason": "Model loading/quantization error vs docs example issue; no shared bug path." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they are different models and different missing/incorrect config behavior." + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3 and the other is a Qwen3-MoE model behavior issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors under ZeRO-3, but the symptoms and model contexts are different." + "reason": "Both are IndexError reports, but they involve different shapes, models, and ZeRO-3 contexts." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading/running issue is unrelated to table-question-answering crashes." + "reason": "Whisper model loading failure is unrelated to table-question-answering crashes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and distinct load failures; not the same bug." + "reason": "Both are load failures, but one is a unit-test/model-loading issue and the other is a corrupted checkpoint report." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are separate breakages." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3/BERT IndexError is a different failure from the torch 2.4.1 / transformers 5.8.0 incompatibility report." + "reason": "Different incompatibilities: ZeRO-3/BertModel index error vs torch 2.4.1 / transformers 5.8.0 mismatch." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and pydantic model breakage are unrelated." + "reason": "Detokenization regression and table QA crash are unrelated." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Detokenization regression is unrelated to table-question-answering crashes." + "reason": "Whisper load failure and pydantic config-field regression do not share a code path." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is chat crashes and the other is streaming API failure; too different to merge." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; too different to merge." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Unrelated model load/run bug vs table QA task crash." + "reason": "Model init TypeError and table QA runtime crash are distinct issues." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different symptom classes; no shared bug evidenced." + "reason": "Different models and symptoms: Gemma3 vLLM config access vs Gemma4 device mismatch." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure and MPS histogram kernel limitation are unrelated." + "reason": "Streaming API failure is unrelated to the MPS histogram_int kernel limitation." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different backend-specific MoE failures; not the same concrete bug." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Both are MoE-related, but one is torch-dynamo/grouped_mm tracing and the other is autocast dtype mismatch." + "reason": "Torch dynamo grouped_mm tracing error is not the same as the MPS Int histogram issue." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weight bug in Mistral3 is unrelated to checkpoint corruption/loading." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Processor failure and template compilation error are different components and failures." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window config errors." - }, - { - "left": "issue:45800", - "right": "issue:45823", - "accept": false, - "reason": "Torch/transformers version incompatibility is not the same as the Gemma4 device-map forward mismatch." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Both are IndexErrors, but the model context and exact failure differ; not enough to treat as the same bug." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different model-specific issues." + "reason": "lm_head weight tying bug and checkpoint corruption are unrelated." }, { - "left": "issue:43572", - "right": "issue:45070", + "left": "issue:43541", + "right": "issue:43828", "accept": false, - "reason": "Missing pad_token_idx after v5 update is unrelated to the pydantic PretrainedConfig regression." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Similar shape-related wording, but the underlying failures are different (mask indexing vs embedding unpacking with TRL)." + "reason": "Both are tensor-shape failures, but one is mask/index mismatch and the other is embedding unpacking with TRL." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM / CUDA memory growth is unrelated to tied-weights issues in translation models." + "reason": "Int4 OOM regression and tied-weights regression are separate transformer v5 issues." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "MoE grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel support problems." + "reason": "Torch dynamo grouped_mm error is unrelated to GPT-OSS MoE tensor-parallel issues." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are different bugs." + "reason": "Autocast dtype mismatch is unrelated to Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "_is_hf_initialized constructor error is unrelated to the PretrainedConfig pydantic regression." + "reason": "The _is_hf_initialized TypeError is a model-loading bug, not the pydantic config-field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and Qwen3.5 streaming failure are different issues." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming API failures are different features and failures." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window config behavior and pydantic PretrainedConfig breakage are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pair, issue:45812 vs issue:45920, is well supported by the shared AutoTokenizer v5 wrong-token-ID regression. The remaining soft-edge rejections are appropriately cautious and do not overstate shared causality." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -916,8 +919,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -996,249 +999,249 @@ "issue:43950|issue:44534", "issue:39692|issue:43054", "issue:43644|issue:43950", - "issue:43828|issue:44928", "issue:36331|issue:41762", + "issue:43828|issue:44928", "issue:43872|issue:44589", "issue:43950|issue:45902", "issue:43054|issue:45701", "issue:43866|issue:44403", "issue:38175|issue:43054" ], - "prepared_review_unit_hash": "a67f443e02065387555e888c91616393f8cae27e56125b798a5bf440c02c3d22", + "prepared_review_unit_hash": "916a5bc807adc9867a4e1dd2fc5b3c6edad83d55b6632acdc1411595d8ed7e52", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36891, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is best anchored on issue 43950, with 43644 and 44534 as the strongest near-duplicates around the same Transformers 5.x non-persistent-buffer corruption problem. The rest of the cluster is mostly adjacent but unrelated reports, so the grouping should stay fairly tentative overall.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43950 is the cleanest anchor for the shared non-persistent-buffer corruption topic: its title directly names the regression and it is the most specific representative of that bug family among the related reports.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only clear duplicate set is the non-persistent-buffer regression around `from_pretrained()` / v5 buffer corruption.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:43950` is the most specific and diagnostic report of the shared non-persistent-buffer regression, with an explicit `from_pretrained()` corruption description and clear mechanism.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best single issue to represent the cluster because it most directly captures the common bug theme shared by the strongest nearby duplicates.", + "best_issue_reason": "`issue:43950` best represents the only strong duplicate theme in the cluster and is the most actionable canonical issue for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/video-related, but they describe different failures: image-preprocessor dtype mismatch versus chat-template video token/feature mismatch." + "reason": "Both involve multimodal/Qwen-family input issues, but one is a Mistral-3 image dtype mismatch and the other is a Qwen3.5 video token/template mismatch; different bugs." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "These are different bug reports: a broad remote_code regression versus a specific torch/transformers version incompatibility." + "reason": "Broad version incompatibility complaints, but one is about `remote_code` regressions and the other is a Torch/Transformers package mismatch; not the same defect." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different code paths and failure modes: grouped_mm tracing errors versus missing Float8 storage." + "reason": "Different error sites and causes: torch dynamo tracing on grouped_mm vs missing Float8 storage type." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both involve video, but the concrete regressions differ and the symptoms do not point to the same root cause." + "reason": "Related model family and video input, but one is a broad v5.3.0 video regression and the other is a specific chat_template feature/token count mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/index shape mismatch and the other is a zero-sized tensor during ZeRO-3 init." + "reason": "Both are IndexErrors, but the shapes and loading paths differ; no clear shared underlying bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but different observed problems: degraded text embeddings versus nonsensical pipeline/AutoModel outputs." + "reason": "Both mention SigLIP2, but one is about poor text embeddings and the other about nonsensical AutoModel/pipeline outputs; too different to merge." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "These are different issues: composite-config handling versus uninitialized-memory access after meta to_empty(cuda) materialization." + "reason": "Unrelated multimodal config handling vs uninitialized-memory in rotary embedding materialization." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection is unrelated to the torch/transformers compatibility issue." + "reason": "Different subsystems: TensorFlow backend detection vs Torch version incompatibility." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Both are model-loading/training errors, but the underlying failures are different: FSDP weight-shape handling versus TRL embedding unpacking." + "reason": "Different code paths and failures: FSDP weight dimensionality vs TRL SFT embedding unpacking." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and different failure modes; these are not the same bug." + "reason": "Different models and errors; no evidence of the same underlying issue." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Both are model-behavior complaints, but they concern unrelated models and problems." + "reason": "Completely different models and symptoms; no duplicate relationship." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are different bugs in different paths." + "reason": "Notebook custom-model initialization regression vs flash-attn fallback gating; different bugs." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained." + "reason": "Both involve custom/remote code loading, but one is a cache-path collision for local models and the other is wrong-module loading after save/load; not the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the concrete model families and failure modes differ too much to treat as one bug." + "reason": "Both touch tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 regression." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn fallback gating are unrelated." + "reason": "Different features and failures: FineGrainedFP8 on Qwen3Moe vs flash-attn2 fallback selection." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type handling is unrelated to tied-weight loading regressions." + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to tied-weight translation model regressions." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is a different subsystem and symptom than tied-weight issues." + "reason": "Quantization/offloading behavior is a different problem from tied weights." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same bug as the translation-model tied-weights regression." + "reason": "Model checkpoint loading failure is unrelated to translation-model tied-weight regressions." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs/runtime command issue are unrelated." + "reason": "A DSA indexer discussion is unrelated to a docs typo about a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different code paths and failures." + "reason": "Different models and failure modes; no shared code-path problem." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to the removed run-command docs issue." + "reason": "A cache-strategy typo is unrelated to documentation about the removed run command." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization behavior for one model is unrelated to running a different quantized model." + "reason": "Different models and errors; detokenization regression vs NVFP4 runtime failure." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime issues with no shared concrete failure path." + "reason": "No common bug: Qwen NVFP4 runtime error vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same Transformers v5 non-persistent-buffer corruption regression." + "reason": "Same underlying regression: v5 corrupts/fills non-persistent buffers; titles differ only in wording and specificity." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Related by model family only; the documentation/example issues are not the same bug as the text-embedding quality complaint." + "reason": "Both mention SigLIP2, but one is a docs example/model-processor mismatch and quantization failure, while the other is a general embedding-quality complaint." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "These reports point to the same non-persistent-buffer junk/regression; 43950 is the more specific instance." + "reason": "These describe the same non-persistent-buffer v5 regression from different angles; one is generic, the other names `from_pretrained()` corruption explicitly." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:36331", + "right": "issue:41762", "accept": false, - "reason": "Both mention dtype-related failures, but autocast mismatch and RLHF NaN/position-id collapse are different problems." + "reason": "Both are IndexErrors/TypeErrors in training/loading, but the compute_loss signature issue is unrelated to the ZeRO-3 empty-weight loading bug." }, { - "left": "issue:36331", - "right": "issue:41762", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "CustomTrainer unexpected kwarg and ZeRO-3 zero-size index errors are unrelated." + "reason": "Both are dtype-related, but one is an autocast mismatch on Phi-tiny-MoE and the other is a Qwen3.5 RLHF NaN/SDPA fallback issue." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are different dependency/runtime issues." + "reason": "Bitsandbytes constructor incompatibility and missing Float8 storage are distinct compatibility failures." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "The titles are adjacent around buffer/materialization behavior, but 45902 is not clearly the same non-persistent-buffer corruption bug as 43950." + "reason": "Non-persistent-buffer corruption is unrelated to Qwen3.5 rotary embedding uninitialized memory." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Different symptom sets: SigLIP2 embedding quality versus version-dependent tokenization changes." + "reason": "SigLIP2 embedding quality and tokenizer/version-dependent tokenization changes are different issues." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted checkpoint and load-time noise are not the same underlying bug." + "reason": "Checkpoint corruption is unrelated to load-time noise/logging behavior." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but zero-probability outputs and weaker text embeddings are not enough to establish one root cause." + "reason": "Both concern SigLIP2, but one reports zero probabilities while the other reports worse text embeddings; not enough evidence of the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the packet. You can anchor the cluster on 43950, but the claims about an 'explicit repro' and 'clear regression framing' are not supported by the metadata shown here. More importantly, the accept on issue:45902 is not conservative enough from the title alone; it is adjacent but not clearly the same bug as the non-persistent-buffer corruption reports. The 43644/43950/44534 linkage is well grounded, but the rest should stay more tentative." + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate cluster is the v5 non-persistent-buffer regression centered on issue:43950 / issue:44534 / issue:43644. The soft-edge verdicts are appropriately conservative given only title-level evidence, and I don\u2019t see overstatement or an unsafe merge claim." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1251,8 +1254,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -1293,9 +1296,9 @@ "issue:44991", "issue:45020", "issue:45081", + "issue:45237", "issue:45356", "issue:45399", - "issue:45520", "issue:45663", "issue:45685", "issue:45715", @@ -1312,8 +1315,8 @@ "issue:43054|issue:43493", "issue:41553|issue:43881", "issue:44403|issue:44451", + "issue:43975|issue:45237", "issue:44403|issue:44488", - "issue:43975|issue:45520", "issue:43643|issue:45020", "issue:42947|issue:43856", "issue:41762|issue:42915", @@ -1337,226 +1340,226 @@ "issue:43792|issue:44220", "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "cfdd37fb995c472a1e762c6943bcaf8105a3be3e659de3f9c7932a921b99064d", + "prepared_review_unit_hash": "c89e12654ec81374e3245d2288bac163ea32ff39705d8d30c3f91b3b13c50f89", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36830, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly over-broad: it mixes many unrelated model-loading, tokenizer, training, and docs regressions. Only two soft pairs look like true duplicates; the rest are similar at a high level but not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43872 is the best anchor for the only clear duplicate pair: it names the concrete `_is_hf_initialized` / `init_empty_weights` TypeError, and issue:44291 reads like the same bug with a more specific wrapper title.", + "summary": "The cluster is mostly heterogeneous, but three soft pairs look like true duplicates: the v5 docs/pipeline-removal regression, the `_is_hf_initialized` loading incompatibility, and the SigLIP2 implementation discrepancy. The other pairs share broad subsystems or symptoms but do not look like the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43872 is the best anchor for the `_is_hf_initialized` regression: it states the core incompatibility clearly, is concrete and reproducible, and is broader than the more specific `init_empty_weights` reproduction in 44291.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the most suitable global issue anchor because it is a crisp, reproducible library regression with a direct duplicate, whereas the other items are mostly model-specific or unrelated.", + "best_issue_reason": "Issue 43872 is the strongest standalone issue in this set: it is a clear, actionable TypeError with a likely duplicate, and it identifies a specific code-path incompatibility rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different problems: Voxtral loading error message vs Molmo missing `all_tied_weights_keys`." + "reason": "Different bugs: bad tokenizer error messaging for Voxtral vs a missing `all_tied_weights_keys` attribute in Molmo." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Both are Gemma/Qwen MoE-related, but the bugs are different: FSDP2 `KeyError` vs uninitialized `inv_freq` after `to_empty(cuda)`." + "reason": "Both are MoE-related, but the failures are different: Gemma4 FSDP2 shared-state rebuilding vs Qwen3.5 rotary embedding memory materialization." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different code paths: FlashAttention packed-sequence crash vs CPU offload incompatibility in a MoE rotary embedding." + "reason": "Qwen3.5 flash-attention packed-sequence misinterpretation is a different code path from CPU-offload incompatibility in the rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "One is gradient-checkpointing not being effective with PEFT LoRA; the other is increased reserved memory under int4 quantization." + "reason": "One is gradient checkpointing ineffectiveness with LoRA; the other is increased CUDA reserved memory under int4 quantization." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Same model family, but not enough to call it the same bug; one reports poor text embeddings, the other a HF-vs-JAX implementation discrepancy." + "accept": true, + "reason": "Same underlying SigLIP2 problem: one reports the bad downstream embedding quality, the other identifies the HF-vs-JAX implementation discrepancy causing it." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are loading-related, but they concern different models and different failure modes." + "reason": "Different models and failures: Voxtral tokenizer error handling vs GLM-4V-9B loading failure." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is noisy logging on load; the other is an actual model-loading failure for ScandiBERT." + "reason": "Docs/logging noise while loading transformers is not the same as a specific model load failure for ScandiBERT." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43975", + "right": "issue:45237", "accept": false, - "reason": "Same as above: docs/log noise vs a specific model load failure, not the same bug." + "reason": "Tokenizer detokenization regression in v5 is unrelated to AMD GPU incompatibility for GPT-OSS-20B." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Detokenization regression and a Python 3.13 import-utils KeyError are unrelated." + "reason": "Both mention loading, but one is generic loading noise and the other is a concrete tokenizer load failure for a specific model." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both mention remote code, but one is missing fields in `AutoConfig`, the other is a broad report of recent remote-code breakage." + "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig`, while the other is a broader regression affecting models with remote code." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different regressions: ineffective checkpointing vs MoE training memory usage." + "reason": "Both mention training/memory, but they are different problems: LoRA gradient-checkpointing behavior vs Qwen3 MoE training memory efficiency." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and different failure classes: ZeRO-3 loading index error vs FineGrainedFP8Config failure." + "reason": "Different model families and failures: Gemma3 ZeRO-3 loading index error vs Qwen3 MoE + FineGrainedFP8Config failure." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS integer support error and Gemma4 device mismatch are unrelated." + "reason": "MPS histogram support error is unrelated to Gemma4 PLE device mismatch under `device_map=\"auto\"`." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading error vs a GLM5 issue; no same underlying bug is evident." + "reason": "Qwen3VL weight-only loading failure and a GLM5 issue are unrelated model-loading bugs." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing class and a bitsandbytes `Int8Params` constructor regression are different bugs." + "reason": "Importing a missing Qwen2.5-VL class is unrelated to the bitsandbytes `_is_hf_initialized` TypeError." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure and FlashAttention fallback gating are unrelated." + "reason": "Tokenizer load failure for est-roberta is unrelated to flash-attn2 fallback checks." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model families and different symptoms: load failure vs missing tied-weights metadata." + "reason": "GLM-4V loading failure and Molmo missing tied-weights metadata are different bugs." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code breakage and Gemma4 device-map forward mismatch are distinct problems." + "reason": "A broad remote-code regression is not the same as Gemma4 device placement issues." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping registration failure and broad remote-code regressions are not the same bug." + "reason": "`add-new-model-like` mapping failure is a different tokenizer-registration bug from remote-code breakage." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device-placement mismatch are different runtime issues." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Version incompatibility for a trained LoRA model and a warning about `tie_word_embeddings` are not the same bug." + "reason": "LoRA model portability across hf4/hf5 is not the same as a warning about `tie_word_embeddings` during Qwen3.5 fine-tuning." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash vs FlashAttention fallback checks; different code paths." + "reason": "Mistral tokenizer regex crash is unrelated to flash-attn2 fallback being blocked by other checks." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different loops." + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and do not clearly share the same underlying bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote-code regression vs Kimi-K2.5 tokenizer codec regression are not the same issue." + "reason": "Remote-code regressions and a Kimi-K2.5 tokenizer codec/regression issue are not the same concrete bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Model load KeyError and FlashAttention availability gating are unrelated." + "reason": "MobileLLM loading key error is unrelated to flash-attn2 fallback logic." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying bug and silent corruption of non-persistent buffers are different regressions." + "reason": "Weight-tying in Mistral3 image-text generation and silent non-persistent buffer corruption are different issues." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "These describe the same docs bug: pipeline tasks removed in v5 are still referenced in documentation." + "reason": "Exact same docs regression: both report stale references to pipeline tasks that were removed in v5." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` TypeError during loading." + "reason": "Same `_is_hf_initialized` TypeError during loading; 44291 is just a more specific `init_empty_weights` reproduction of the 43872 incompatibility." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and bitsandbytes `_is_hf_initialized` regression are different bugs." + "reason": "Qwen3 MoE + FineGrainedFP8Config is a different failure from the bitsandbytes `_is_hf_initialized` TypeError." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper loading failure and `_torch_extract_fbank_features()` issue are too weakly connected to treat as duplicates." + "reason": "Whisper not running and a `_torch_extract_fbank_features()` issue may be related in the same area, but the titles do not establish the same underlying bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Completely unrelated: trainer `compute_loss` API mismatch vs tensor mask shape mismatch." + "reason": "A custom-trainer kwarg mismatch and a tensor mask shape mismatch are unrelated errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The two accepted duplicate pairs are well supported by the packet titles: issue:43827 \u2194 issue:44509 (same docs/pipeline removal bug) and issue:43872 \u2194 issue:44291 (same `_is_hf_initialized` / `init_empty_weights` TypeError). The other soft-edge rejections are phrased cautiously and do not overclaim duplication." + "feedback": "The analysis is grounded in the packet and the soft-edge verdicts are generally conservative. The three accepted pairs are all plausibly the same concrete bug or a direct duplication/reproduction relationship, while the rejected pairs are distinguished by model, failure mode, or code path in a reasonable way. The summary does not overclaim beyond the evidence available." }, "evaluator_used": true, "retried": false, @@ -1572,8 +1575,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -1631,13 +1634,13 @@ "issue:42947|issue:45923", "issue:41553|issue:44991", "issue:43940|issue:45313", - "issue:44928|issue:45588", "issue:43854|issue:44863", + "issue:44928|issue:45588", "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:41553|issue:44488", - "issue:24643|issue:30064", "issue:44863|issue:46402", + "issue:24643|issue:30064", "issue:44530|issue:44863", "issue:43366|issue:43828", "issue:45325|issue:45902", @@ -1659,14 +1662,14 @@ "issue:38175|issue:43994", "issue:43632|issue:45834" ], - "prepared_review_unit_hash": "4018b61d8a5c1c487d14b14caa0b57ac0af5f99bc2abbe2f0fd3bafba1ead3aa", + "prepared_review_unit_hash": "9b71a414766c70645230e26ef7ab8e3685b394708d205e9dcd921ef55600abe7", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, @@ -1681,204 +1684,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: the items span unrelated model-loading, attention, training, and tokenizer regressions. I only see two true duplicate-like pairs: the transformers v5 custom model initialization regression (43645/43646) and the siglip2-base-patch16-224 bad-output reports (38175/43994).", - "confidence": 0.83, - "canonical_issue_reason": "issue:43646 is the broader, cleaner statement of the v5 custom-model initialization regression; issue:43645 is the notebook-specific reproduction.", + "summary": "The cluster is heterogeneous overall, but there are a couple of strong duplicate-like issue pairs around the same regression wording. Most other pairs are only superficially similar and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "Issue #43646 is the cleanest canonical issue: it states the custom-model initialization regression in a broad, model-agnostic way, and #43645 reads like a narrower notebook-specific variant of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue because it states the underlying regression in a general, actionable way without narrowing it to Jupyter.", + "best_issue_reason": "#43646 is the best representative issue in this set because it is concise, general, and most likely to subsume its near-duplicate sibling without overfitting to one environment.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen/DeepSpeed training, but one is weight conversion during load and the other is gradient averaging with GAS; different bugs and fixes." + "reason": "Different failures: one is Qwen3 MoE weight conversion during loading, the other is gradient averaging with DeepSpeed and loss kwargs. Same ecosystem, not the same bug." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing appears in both, but one is LoRA checkpointing being ineffective and the other is a missing class flag on a trust_remote_code model." + "reason": "Both involve gradient checkpointing, but one is about PEFT LoRA being ineffective and the other is a missing flag on a trust_remote_code variant. Different root causes." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they hit different models and failure modes." + "reason": "Both are tokenizer-loading problems, but they concern different models and different symptoms. No evidence they are the same underlying issue." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but one is Qwen3-Next with all params missing and the other is Qwen3.5 language_model weights; too model-specific to assume one fix." + "reason": "Both mention ZeRO-3 weight loading, but the affected model families and failure modes differ enough that this looks like related infrastructure, not one duplicate bug." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Different code paths: RLHF NaNs from 3D position_ids vs flash_attention crash on s_aux=None." + "reason": "Two separate model-loading failures for different models; the titles do not indicate the same code-path problem." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Both are model-loading problems, but they concern different models and errors." + "reason": "One is an RLHF gradient explosion tied to 3D position IDs and SDPA fallback; the other is an AttributeError in flash attention on sink-less models. Different bugs." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same error class, but no evidence of the same root cause; likely separate model/path reproductions." + "accept": true, + "reason": "These are effectively the same exception pattern: identical mask/index shape-mismatch wording, suggesting the same underlying indexing bug resurfacing in another report." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both mention video, but one is a broad v5.3.0 regression across Qwen VL variants and the other is a StopIteration in Qwen3-vl-embedding." + "accept": true, + "reason": "Both are about the 5.3.0 video-input regression in the Qwen3/Qwen3-VL family, with #44560 looking like a specific manifestation of the broader bug in #44479." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but Voxtral error messaging and sleng-bert tokenizer loading are different issues." + "reason": "Both concern loading/tokenization issues, but the models and the failure descriptions are unrelated." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Unrelated: DeepSpeed training weight shape error vs image processor void segmentation maps." + "reason": "Separate model-loading failures for different architectures; too little overlap beyond generic loading symptoms." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "Different models and load paths; no shared underlying bug." + "reason": "Completely different domains: DeepSpeed training error vs image processor segmentation-map handling." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttention/linear_attention crash vs checkpoint loading failure; unrelated." + "reason": "Different model families and different failures; shared MoE-ish context is not enough to merge them." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support vs autocast dtype mismatch; different problems." + "reason": "One is about adding GGUF support for gpt-oss, the other is a dtype mismatch under autocast. Not the same bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different regressions: Qwen2.5-VL rope scaling vs Qwen3_5Moe inv_freq materialization." + "reason": "Both touch Qwen3.5 rotary/position embedding logic, but one is a temporal-position scaling bug and the other is uninitialized memory after meta materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is an FSDP2 shared_kv_states KeyError and the other is a device-map mismatch." + "reason": "Different Gemma4 training/forward failures: shared_kv_states rebuild in FSDP2 vs device mismatch with auto device mapping." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window are unrelated." + "reason": "Different features and different failure modes; both only share the Qwen/MoE general area." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage vs Whisper empty transcription handling; unrelated." + "reason": "AudioFlamingo batching leak vs Whisper empty-transcription generation failure. No shared underlying bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption vs OCR index error; different bugs." + "reason": "Different regressions: non-persistent buffer corruption during from_pretrained versus long OCR input index errors." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration vs MPS histogram limitation; unrelated." + "reason": "Video-input StopIteration and an MPS histogram implementation error are unrelated." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF support vs Float8 storage lookup failure; unrelated." + "reason": "No meaningful overlap beyond both mentioning model/runtime compatibility issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing exported class vs meta-device loading regression; different failure modes." + "reason": "ImportError for a specific class versus meta-device loading breakage. Different code paths and symptoms." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure vs meta-device loading regression; unrelated." + "reason": "FineGrainedFP8Config failure and meta-device loading regression are separate problems." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same v5 custom model initialization regression; the notebook report is just a narrower reproduction of the broader custom-model init bug." + "reason": "Strong duplicate: both describe the same Transformers 5.0 custom-model initialization regression, with #43645 just adding the Jupyter notebook context." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "torch.compile SDPA crash on Bamba vs flash attention illegal memory access on Qwen3.5; different code paths." + "reason": "SDPA/torch.compile failure in Bamba is unrelated to the Qwen3.5 flash-attention position-id crash." }, { "left": "issue:44560", - "right": "issue:44918", + "right": "issue:44805", "accept": false, - "reason": "Video inference StopIteration vs TRL SFT input-embedding unpacking; unrelated." + "reason": "Both involve runtime errors, but the specific failures and affected paths are unrelated." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime issue vs GGUF gpt-oss support; unrelated." + "reason": "3d_parallel.py runtime failure is not the same as GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import break vs Qwen3Moe FP8 config failure; unrelated." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated issues." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "`add-new-model-like` tokenizer mapping bug vs Gemma4 device mismatch; different subsystems." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Different models and symptoms; both are generic shape/runtime errors but no shared root cause." + "reason": "Tokenizer-mapping tooling failure versus Gemma4 device mismatch. Different areas and different bugs." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same siglip2-base-patch16-224 output regression; one reports zero probabilities, the other nonsensical AutoModel/pipeline outputs." + "accept": false, + "reason": "Both are SigLIP2-related but one is zero probabilities and the other is nonsensical outputs through AutoModel/pipeline; not enough to call them the same bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 `_is_hf_initialized` regression and Kosmos2.5 OCR index error are unrelated." + "reason": "Initialization-flag regression in Transformers 5 versus OCR long-input indexing error. Not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted near-duplicates are the clearly related Transformers v5 custom-model initialization reports (43645/43646) and the siglip2-base-patch16-224 output regression reports (38175/43994); the other pair rejections are cautious and supported by the issue titles." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs stay within the evidence available from the titles. The duplicate calls on #41093/#44805 and #43645/#43646 are conservative, and the #44479/#44560 linkage is plausible given the shared 5.3.0 video-input regression framing. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1894,8 +1891,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -1906,7 +1903,8 @@ "issue:42915", "issue:43257", "issue:43317", - "issue:43425", + "issue:43404", + "issue:43454", "issue:43596", "issue:43638", "issue:43644", @@ -1917,7 +1915,6 @@ "issue:43856", "issue:43873", "issue:43931", - "issue:43957", "issue:43994", "issue:44075", "issue:44164", @@ -1957,15 +1954,15 @@ "issue:43644|issue:44534", "issue:42491|issue:43720", "issue:41720|issue:42915", - "issue:44960|issue:44977", "issue:42915|issue:44756", + "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:42491|issue:45276", "issue:45313|issue:45357", "issue:44488|issue:44991", "issue:39692|issue:43994", - "issue:43708|issue:44075", "issue:43644|issue:43645", + "issue:43708|issue:44075", "issue:45488|issue:45812", "issue:43856|issue:43873", "issue:43856|issue:44387", @@ -1976,230 +1973,230 @@ "issue:42491|issue:45292", "issue:42491|issue:43931", "issue:44164|issue:44291", - "issue:44910|issue:45588", "issue:45276|issue:45335", - "issue:43425|issue:43957" + "issue:44910|issue:45588", + "issue:43404|issue:43454" ], - "prepared_review_unit_hash": "3d8af0154bbb4f7e9c879d43829d2ced4d9b9c23e24bf26cb2cafc6a1eef5b61", + "prepared_review_unit_hash": "75d9428dd3c9bc5de355e74b72990b0efbc80d388e3ab1cd08ca2fafbf9f1071", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36411, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grab bag of distinct Transformers regressions, with only a few true duplicate pairs around the same concrete bug. The strongest duplicate groups are the non-persistent buffer initialization regression, the resize_token_embeddings propagation bug, and the repeated BERT loading failure reports.", - "confidence": 0.76, - "canonical_issue_reason": "issue:44488 is the best representative issue here: it is a concrete, user-facing loading regression, has a direct follow-up report (issue:44451), and is broader/more established than the earlier report.", + "summary": "Mostly a grab-bag of Transformers v5 regression reports, with a small duplicate subcluster around the non-persistent buffer junk bug and a likely SigLIP2 model/processor mismatch pair. No PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #45812 is the broadest, highest-signal report: it describes a silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is a better umbrella than the narrower model-specific loading bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44488 is the strongest global issue candidate because it most clearly captures a real duplicate pair and has the best combination of breadth and discussion activity.", + "best_issue_reason": "#45812 is the best representative issue in this set because it is generalized, user-facing, and clearly regression-oriented; several other items are narrower model-specific failures rather than cluster-level representatives.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures in different code paths: ZeRO-3/BertModel indexing versus add-new-model-like tokenizer mapping behavior." + "reason": "Different failures and code paths: DeepSpeed ZeRO-3/BertModel indexing vs add-new-model-like tokenizer mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Both mention BertModel-related failures, but the underlying bug reports are unrelated." + "reason": "Unrelated bugs: ZeRO-3 initialization on BertModel vs tokenizer mapping/name handling." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation complaints, but they target different models and different validation surfaces." + "reason": "Both are config-related, but they affect different models and likely different validation rules; too broad to treat as the same bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping registration and mask shape IndexError are unrelated bugs." + "reason": "Tokenizer mapping failure and mask shape IndexError are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/offload behavior, but one is dequantized model device mapping and the other is mmap/OOM on Strix Halo." + "reason": "Both mention loading/offload/memory, but one is dequantized device_map offload and the other is mmap OOM on Strix Halo; not the same underlying issue." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is a zero-probability runtime issue and the other is a documentation/example error with additional quantization problems." + "reason": "Same model family, but one is zero probabilities while the other is a docs example with multiple errors and quantization failure; not clearly the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer regression in Transformers 5, just reported under two titles." + "reason": "Near-identical regression report: both say Transformers v5 fills non-persistent buffers with junk, clearly the same underlying bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different model stacks and failures: Qwen3 MoE LoRA loading versus BitNet packed-weight unpacking." + "reason": "Different problems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3/Qwen3-MoE related, but the concrete failures and triggers differ." + "reason": "Both are Qwen3-family, but the failures are distinct (cudaErrorAssert on auto device map vs FineGrainedFP8Config loading)." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated." + "reason": "Completely different areas: FP8 config failure vs mmap/OOM on Strix Halo." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Qwen3-MoE FP8 loading and Strix Halo mmap/OOM are separate issues." + "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report the same BERT loading regression on different models, with 44488 as the broader follow-up report." + "accept": false, + "reason": "Both are load failures, but on different models; too little evidence for the same underlying defect." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA loading and resize_token_embeddings propagation are different problems." + "reason": "Different model families and failure modes; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained visual-encoder key regression." + "reason": "One is ZeRO-3 language_model weight loading; the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/load regressions, but they affect different model families and likely different root causes." + "reason": "Tokenizer loading failures for different models; likely related only at a very broad regression level." }, { "left": "issue:39692", "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2, but the docs/example issue also includes quantization failures and is not clearly the same underlying bug as the nonsensical-output report." + "accept": true, + "reason": "Same SigLIP2 base model and same underlying mismatch/output corruption theme; the docs example mismatch and the nonsensical AutoModel/pipeline results look like the same processor/model pairing bug." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Trainer checkpoint resume math and SGD optimizer-arg handling are unrelated." + "reason": "Related to Transformers 5.0.0 regressions, but these are different bugs: non-persistent buffers vs Jupyter custom-model initialization." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Shared Transformers 5 context is too broad; one is buffer initialization junk, the other is Jupyter custom-model initialization." + "reason": "Trainer checkpoint math and SGD argument handling are unrelated." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer code paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizer/model paths and are not clearly the same concrete bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory usage and quantized offloading behavior are different issues." + "reason": "Qwen3 MoE training memory inefficiency vs quantization offloading behavior are different issues." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory pressure, but one is Qwen3 MoE training efficiency and the other is int4 quantization OOM in Transformers 5.x." + "reason": "Both involve memory usage, but one is Qwen3 MoE training and the other is int4 quantization reserved-memory growth; not the same root cause." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3-VL weight-shape mismatch are unrelated model-loading bugs." + "reason": "Different model load failures with no clear shared code-path bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE accelerate+deepspeed weight conversion and GLM-4.7-Flash unit-test loading do not share the same root cause." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash test load failure are unrelated." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor serve crash are distinct failures." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 and sinq save/load quantization breakage are unrelated." + "reason": "GLM5 title placeholder vs sinq save/load regression; no shared concrete bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA model compatibility on Qwen3 MoE is not the same bug as resize_token_embeddings not updating output embeddings." + "reason": "Different model families and different resize/load behavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model families and failure modes." + "reason": "LoRA compatibility regression vs Qwen3-VL weight-shape mismatch are unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch loading/saving, but extra_state handling and unexpected _is_hf_initialized arguments are different mechanics." + "reason": "Both are save/load related, but extra_state handling and init_empty_weights/_is_hf_initialized are distinct failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings bugs, but they appear to be model-specific failures in different architectures rather than one concrete duplicate." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention crashes, but the triggering conditions and code-path failures are different." + "reason": "Both mention flash attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError for sink-less models." }, { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings propagation bug, reported on two model variants." - }, - { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Torch version incompatibility and meta-device model loading are separate problems." + "reason": "Both involve untied lm_head weights, but on different model classes and likely different tie-weights implementations; not enough to merge as duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The accepted pairs are well supported by title similarity and cluster metadata, and the rejected pairs avoid overclaiming when only broad thematic overlap is present. The canonical issue choice for issue:44488 is also reasonable given its discussion activity and the close 44451/44488 pair." + "feedback": "The cluster summary is grounded in the packet: #45812 is the strongest umbrella issue for the Granite tokenizer regression, and the notes about the v5 regression / no-PR situation are supported. The soft-edge decisions are mostly conservative; the two accepts are plausible duplicates based on near-identical or closely matching SigLIP2 / non-persistent-buffer reports, and the rest are appropriately rejected as too weakly related." }, "evaluator_used": true, "retried": false, @@ -2215,8 +2212,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -2227,12 +2224,12 @@ "issue:42947", "issue:43335", "issue:43381", - "issue:43404", "issue:43425", - "issue:43454", + "issue:43611", "issue:43645", "issue:43646", "issue:43708", + "issue:43716", "issue:43828", "issue:43854", "issue:43873", @@ -2270,7 +2267,7 @@ "issue:46315" ], "soft_pairs": [ - "issue:43404|issue:43454", + "issue:43425|issue:43957", "issue:41720|issue:44155", "issue:39692|issue:44960", "issue:44402|issue:44488", @@ -2295,254 +2292,268 @@ "issue:45588|issue:45663", "issue:43646|issue:43708", "issue:43645|issue:44164", - "issue:45812|issue:46315", "issue:43828|issue:43957", "issue:45292|issue:45335", + "issue:45812|issue:46315", "issue:43425|issue:43828", "issue:44402|issue:44451", "issue:44589|issue:44756", - "issue:39404|issue:45701", "issue:44683|issue:45823", - "issue:43425|issue:45823" + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716" ], - "prepared_review_unit_hash": "d297deeff14f51190a8914a58e4a854ddad4b743dbced83337cb8f5446355f79", + "prepared_review_unit_hash": "2fae8a828331a689899cd52a6fd8b46a2dd6bc1979622eb3579c509dae7a5b5c", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37960, - "estimated_input_tokens": 9490, - "estimated_eval_tokens": 19236 + "soft_pair_count": 36, + "serialized_chars": 38515, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; nearly all soft pairs are related only by broad subsystem similarity, not the same concrete bug. The only clear duplicate-like subcluster is around `resize_token_embeddings` propagation to tied/output embeddings.", - "confidence": 0.36, - "canonical_issue_reason": "`issue:45292` is the clearest, most general representative of the resize-token-embedding regression; `issue:45276` and `issue:45335` look like narrower manifestations of the same fix area.", + "summary": "This cluster is mostly a set of unrelated Transformers regressions that only look similar by broad wording (loading, quantization, checkpointing, embeddings). The only clear duplicate-like pair is the resize_token_embeddings/output_embeddings Gemma4 reports.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative anchor for the custom-model initialization regression theme; it is more general than the notebook-specific or attribute-specific variants.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the most succinct and broadly framed report of the only near-duplicate issue family in this set.", + "best_issue_reason": "43646 is the best available cluster anchor because it is the most generic and actionable issue among the related custom-model init/loading reports, even though the overall cluster is not a single duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Both are weight-tying complaints, but they concern different models and likely different code paths." + "reason": "Different failures: torch-version compatibility vs meta-device model loading/OOM on specific models." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models and failures: CUDA assert during device mapping vs cross-track token/embedding leakage." + "reason": "Qwen3 auto device-map assert and AudioFlamingo3 batched inference token leak are unrelated bugs." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Docs/example errors for SigLIP2 vs an unrelated GLM5 issue; no shared underlying bug." + "reason": "Docs/example errors for SigLIP2 vs a GLM5 model-loading issue; not the same defect." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention model loading/tokenizer issues, but the affected models and failure modes differ." + "reason": "Tokenizer vocab mismatch and a separate model load failure for a different checkpoint." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA vs an Apex RMSNorm memory leak are unrelated bugs." + "reason": "Gradient checkpointing with LoRA vs an Apex RMSNorm memory leak are distinct code paths." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path breakage for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + "reason": "Import path regression for GenerationMixin is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/offloading, but one is offloading failure and the other is increased reserved memory/OOM." + "reason": "Both involve quantization, but offloading failure and increased reserved-memory/OOM are not the same bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different models and problems: Gemma4 FSDP attention state vs Qwen config unwrapping." + "reason": "Gemma-4 FSDP2 shared_kv_states bug and Qwen multimodal config unwrapping are different issues." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated." + "reason": "Unexpected _is_hf_initialized argument vs Strix Halo mmap/OOM are unrelated regressions." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Unrelated model-specific issues: Gemma4 FSDP key error vs Qwen3.5-MoE CPU offload incompatibility." + "reason": "Per-layer shared_kv_states rebuild and CPU-offload rotary embedding incompatibility are different failures." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batched inference leakage and Gemma4 device mismatch are different bugs." + "reason": "Track-to-track token leak in AudioFlamingo3 vs Gemma4 device mismatch during forward are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention memory issues, but the causes and subsystems are different." + "reason": "Int4 quantization memory regression and mmap-related OOM are separate causes." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/model-loading regressions with no concrete shared code-path." + "reason": "init_empty_weights/meta-load TypeError is not the same as MXFP4 loading falling back to bf16." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is unrelated to the mmap/OOM report." + "reason": "Meta-device loading breakage and disabling mmap for Strix Halo target different mechanisms." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP attention state are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Gemma-4 FSDP2 attention state rebuilding." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both are about gradient checkpointing, but one is ignored with PEFT LoRA and the other is an eval-mode restriction." + "reason": "Both mention gradient checkpointing, but LoRA ineffectiveness and eval-mode prohibition are different bugs." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` propagation bug; `45276` is a model-specific instance of the same missing update to output embeddings." + "reason": "Same underlying resize_token_embeddings bug: output embeddings are not updated; 45276 is the Gemma4-specific, broader report." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Checkpoint save/load `extra_state` handling is unrelated to Strix Halo mmap OOM." + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap/OOM." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict Granite config loading are unrelated." + "reason": "Video input regression for Qwen variants vs strict-config loading failure for granite_speech are different issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading regressions with no shared underlying failure." + "reason": "Unit-test model loading failure for GLM-4.7-Flash vs Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RLHF gradient explosion from 3D `position_ids`." + "reason": "Eval-mode checkpointing restriction and RLHF NaN explosion from 3D position_ids are not the same bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load of custom models, but one is a permissions propagation issue and the other is wrong-module loading." + "reason": "Permission propagation in save_pretrained and wrong-module loading after save_pretrained are distinct problems." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP attention-state rebuilding are unrelated." + "reason": "Flash-attention sink-less crash is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and checkpoint resume batch-size math are different problems." + "reason": "Custom model initialization regression and Trainer resume/max_steps miscalculation are different code paths." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and `extra_state` save/load handling are not the same bug." - }, - { - "left": "issue:45812", - "right": "issue:46315", - "accept": false, - "reason": "Wrong token IDs and tokenizer performance regression are different failure modes." + "reason": "Notebook custom-model init breakage and extra_state serialization failure are not duplicates." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading failures." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same resizing propagation bug across architectures: both report `resize_token_embeddings` failing to update tied embeddings." + "accept": false, + "reason": "Same API area, but the affected embedding targets differ enough that this looks model-specific rather than one duplicate bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs is a correctness bug; slower convert_tokens_to_ids is a performance regression." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility and Phi MoE autocast dtype mismatch are unrelated." + "reason": "Torch compatibility error and autocast dtype mismatch are separate issues." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch for one model and load failure for another do not look like the same defect." + "reason": "Tokenizer vocab mismatch and model-loading failure for ScandiBERT are different defects." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error and mmap/OOM are unrelated." + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression is unrelated to tokenizer output changing across versions." + "reason": "Whisper pipeline return_language regression and tokenizer-version-dependent tokenization changes are not the same issue." }, { - "left": "issue:44683", + "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Compiled flex attention on new torch versions and Gemma4 device mismatch are unrelated." + "reason": "Torch 2.10 incompatibility is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 custom-model loading regressions, but one is base_model_prefix loading and the other is notebook initialization; not enough evidence they are the same bug." }, { "left": "issue:43425", - "right": "issue:45823", + "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 compatibility and Gemma4 `device_map=\"auto\"` forward mismatch are different issues." + "reason": "Torch compatibility issue and Mistral-3 image preprocessor dtype mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The resize_token_embeddings cluster (45276/45292/45335) is the only clearly supported near-duplicate family, and the other pairwise rejections are generally cautious and aligned with the issue titles. I don\u2019t see an overstatement that would require rejection." + "feedback": "The summary is grounded in the packet: most items are clearly different issue areas by title, and the custom-model init/loading cluster is reasonably anchored on 43646 as the broadest generic report. The soft-edge verdicts are generally conservative, and the one accepted Gemma4 resize_token_embeddings pair is well supported by the titles. I don\u2019t see an overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -2558,8 +2569,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -2576,8 +2587,8 @@ "issue:43596", "issue:43611", "issue:43632", + "issue:43643", "issue:43644", - "issue:43645", "issue:43716", "issue:43856", "issue:43901", @@ -2613,8 +2624,6 @@ "issue:46402" ], "soft_pairs": [ - "issue:43611|issue:43645", - "issue:43425|issue:43716", "issue:44530|issue:45084", "issue:43906|issue:44530", "issue:39404|issue:44912", @@ -2625,230 +2634,249 @@ "issue:43425|issue:44918", "issue:43901|issue:44509", "issue:46050|issue:46326", - "issue:43994|issue:44079", "issue:36032|issue:43452", + "issue:43994|issue:44079", "issue:43299|issue:43931", "issue:43596|issue:44683", - "issue:44164|issue:45759", "issue:44671|issue:44991", + "issue:44164|issue:45759", "issue:44991|issue:45081", "issue:43856|issue:44756", "issue:39404|issue:44671", "issue:44164|issue:44479", "issue:44488|issue:45081", - "issue:44737|issue:45859", "issue:44661|issue:44683", + "issue:44737|issue:45859", "issue:44488|issue:44987", - "issue:43582|issue:43632", "issue:32090|issue:39404", "issue:43611|issue:43644", + "issue:43582|issue:43632", "issue:43716|issue:45084", "issue:46285|issue:46402", "issue:40990|issue:43421", - "issue:36032|issue:42915" + "issue:36032|issue:42915", + "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "a47c9c1f9bf57fe409a20d3e11f6d4e5040e04dc9188671147834f4f230144d6", + "prepared_review_unit_hash": "4aa975cdb091ad6a393e2809bbaa56e6a0465e1e02041c21ae11707ee675fe5a", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37700, - "estimated_input_tokens": 9425, - "estimated_eval_tokens": 19106 + "soft_pair_count": 32, + "serialized_chars": 37408, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly distinct regressions or feature requests across different models and subsystems; the soft-linked pairs share broad themes but not the same concrete bug or fix. No duplicate cluster emerges here.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of Transformers v5-era regressions and feature gaps across tokenizers, model loading, quantization, and training. The soft pairs overlap thematically, but none appear to describe the same underlying bug or a PR-worthy shared fix.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: a v5 model-loading regression affecting multiple architectures. It is more central than the narrower tokenizer, quantization, or model-specific reports, though the cluster itself is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue anchor because it is a general loading regression and could plausibly sit at the center of related v5 breakages. Still, it is not a true duplicate of the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Both relate to Transformers v5 model-loading regressions, but one is about `base_model_prefix` handling and the other about custom model init in Jupyter; different failure modes and fixes." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Unrelated problems: torch version incompatibility versus an image-preprocessor/model dtype mismatch for Mistral-3." - }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Both are crashes, but one is Qwen3.5 cache/group-type handling and the other is a template compilation error; not the same code path." + "reason": "Different bugs: one is PagedAttentionCache/group-type handling on Qwen3.5, the other is a template compilation error." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "One is a reproduction of another issue, but the topics differ: an isolated prior bug reproduction versus a Qwen3.5 PagedAttentionCache crash." + "reason": "The shared theme is only \u201cQwen-related failure\u201d; one is a reproduction of another issue, the other is a cache/runtime crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper `return_language` pipeline regression and MXFP4 quantization fallback are unrelated model/pipeline bugs." + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated code paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different areas: `torch.export`/`torch_compilable_check` versus Perceiver image classification with non-default resolution." + "reason": "torch.export with torch_compilable_check is a different export-path bug than Perceiver interpolation failure." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both involve runtime shape/path failures, but one is a video-input regression for Qwen VL models and the other is a generic mask/tensor index error." + "reason": "Video-input regression for specific Qwen VL models is not the same as a generic mask-shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Distinct failures: missing Float8 storage type versus template compilation on non-template nodes." + "reason": "Storage-type lookup failure and template-node compilation error are distinct failures." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same bug as the mistral_common `continue_final_message` tokenizer bug." + "reason": "Both involve tokenizer behavior, but one reproduces an existing issue while the other is about continue_final_message with mistral_common." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch incompatibility is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking with TRL are separate integration problems." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "One is a docs/behavior mismatch for text classification; the other is documentation still referencing removed pipeline tasks." + "reason": "One is a doc/behavior mismatch for TextClassificationPipeline, the other is docs for removed pipeline tasks." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized-model save/load corruption and mistral_common tokenizer state handling are unrelated." + "reason": "Quantized-model save/load breakage is unrelated to mistral_common final-message handling." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "SigLIP2 model/pipeline outputs and `ModelOutput` key assignment with `None` are different bugs in different layers." + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are different tokenizer-loader failures." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer special-method conflict and `gguf_file` breaking model/tokenizer loading are different loading regressions." + "reason": "SIGLIP2 bad outputs and ModelOutput key assignment with None are unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both affect Qwen3-VL/Qwen3VL loading, but one is a Moe-model version regression and the other is a weight-shape mismatch for a specific checkpoint." + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are different model-loading issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3 init indexing error and compiled flex_attention failure on newer torch are unrelated." + "reason": "DeepSpeed ZeRO-3 initialization error and compiled flex_attention on torch>=2.9 are unrelated." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "`extra_state` save/load handling is not the same as `from_config` not unwrapping `text_config` for composite multimodal configs." + "reason": "CamemBERT masked LM predictions and tokenizer loading for EMBEDDIA/est-roberta are different regressions." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "CamemBERT masked LM prediction regression and tokenizer loading failure for a specific model are different issues." + "reason": "extra_state save/from_pretrained handling and unwrapping text_config in from_config are separate serialization/config issues." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one is an EMBEDDIA tokenizer failure and the other is a Mistral regex patch crash; different causes." + "reason": "Tokenizer loading for a specific model and Mistral regex patch crash have different failure mechanisms." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap on Strix Halo to avoid OOM." + "reason": "Qwen3 MoE training memory usage and disabling mmap on Strix Halo to avoid OOM are not the same bug." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language-return regression and CamemBERT masked LM predictions are unrelated model-specific bugs." + "reason": "Whisper pipeline language output regression and CamemBERT MLM prediction regression affect different models and paths." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "`extra_state` serialization and Qwen VL video-input regression are distinct code paths." + "reason": "Serialization of extra_state and Qwen video-input regression are unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading `cjvt/sleng-bert` and Mistral tokenizer regex patching are different tokenizer/model compatibility issues." + "reason": "Loading cjvt/sleng-bert and Mistral regex patching are distinct tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure and flex_attention compilation failure are separate areas." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange/device bug and Qwen3.5MoE CPU offload incompatibility are different execution-path issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer loading failure and a model-loading failure on transformers>=5.1.0 are not the same concrete bug." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline `return_language` regression are unrelated." + "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language regression are unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model loading via `base_model_prefix` and the other is non-persistent buffer initialization; different underlying bugs." + "reason": "Both are v5 regressions, but base_model_prefix loading failure and non-persistent buffer junk initialization are distinct code paths." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are different issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation errors do not share a concrete failing code path." + "reason": "Mistral image preprocessor dtype mismatch and template compilation error are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structural inconsistency and Sam3 text encoder weights not loading are separate model-architecture regressions." + "reason": "CLIP text-model structure inconsistency and Sam3Model text encoder weights not loading are different model-specific loading changes." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity anomaly on gpt-oss-20b and tokenizer runtime post-processor updates are unrelated." + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method conflict and Qwen3Moe fine-grained FP8 failure are distinct issues." + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code and Qwen3.5 PagedAttentionCache crash do not share the same underlying fix." } ] }, @@ -2867,8 +2895,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -2887,7 +2915,6 @@ "issue:43482", "issue:43540", "issue:43541", - "issue:43643", "issue:43644", "issue:43645", "issue:43646", @@ -2907,6 +2934,7 @@ "issue:44530", "issue:44534", "issue:44610", + "issue:44683", "issue:44811", "issue:44849", "issue:44987", @@ -2922,25 +2950,24 @@ "issue:46326" ], "soft_pairs": [ - "issue:43643|issue:44530", "issue:34567|issue:40444", - "issue:44451|issue:44987", "issue:43541|issue:45084", + "issue:44451|issue:44987", "issue:42175|issue:46178", "issue:40444|issue:46326", - "issue:42915|issue:44530", "issue:44811|issue:45584", + "issue:42915|issue:44530", "issue:43644|issue:43646", "issue:43452|issue:43482", "issue:44206|issue:44220", "issue:43883|issue:44488", - "issue:43317|issue:43482", "issue:36032|issue:43645", + "issue:43317|issue:43482", "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:44849|issue:45325", - "issue:44464|issue:45987", "issue:43746|issue:46326", + "issue:44464|issue:45987", "issue:43262|issue:43377", "issue:43645|issue:44534", "issue:43646|issue:44534", @@ -2950,252 +2977,253 @@ "issue:43883|issue:44991", "issue:43994|issue:44610", "issue:43322|issue:43540", - "issue:43089|issue:45987", "issue:43377|issue:43819", - "issue:44451|issue:45081", + "issue:43089|issue:45987", "issue:44987|issue:45081", + "issue:44451|issue:45081", "issue:44265|issue:44610", "issue:44991|issue:46315", + "issue:44220|issue:44683", "issue:42915|issue:44291" ], - "prepared_review_unit_hash": "b82d389e8bc4bf26da74f810d7731125a8e5137c1423a00f52d66f0d67634bc4", + "prepared_review_unit_hash": "f2d1e86dfc7b27c707df53b6b5876491a48f76a80fcd170f248ee1bad5d6a7eb", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38378, - "estimated_input_tokens": 9595, - "estimated_eval_tokens": 19446 + "serialized_chars": 38325, + "estimated_input_tokens": 9582, + "estimated_eval_tokens": 19420 }, "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 regressions and model-loading bugs. A few pairs are superficially similar (especially v5/model-loading complaints), but none are strong enough to treat as the same underlying bug with mergeable fixes.", - "confidence": 0.74, - "canonical_issue_reason": null, + "summary": "This is not a true duplicate cluster; it\u2019s a loose set of unrelated Transformers issues with a few thematic overlaps around v5 regressions, model loading, and audio/vision edge cases. No soft pair looks confidently identical from the available titles alone, so I rejected all of them.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression here: it describes general custom model initialization breakage, which is closer to the cluster\u2019s recurring initialization/loading theme than the narrower cases.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43646 is the best umbrella issue to represent the cluster because it is general, clearly scoped, and likely to be reused as a reference point for nearby v5 initialization regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "Different failures: AutoConfig fields missing vs Qwen3.5 PagedAttentionCache linear_attention crash." - }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token-count tracking bug vs Qwen2.5-VL IterableDataset multi-image finetuning failure." + "reason": "Unrelated: TrainerState token accounting vs multimodal iterable-dataset finetuning failure." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Both are load failures, but for different models and likely different root causes." + "reason": "Different failures and code paths: torch dynamo tracing on Mixtral vs template compilation error." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Grouped_mm torchdynamo tracing error is unrelated to template compilation TypeError." + "reason": "Both are model-load failures, but they involve different models and different symptoms; not enough to treat as the same bug." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend packaging omission vs BACKENDS_MAPPING error for tensorflow_text are not the same bug." + "reason": "Distinct backend/package issues: torch extra not pulling TensorFlow vs missing BACKENDS_MAPPING entry for tensorflow_text." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image video/audio dataset bug vs mistral_common continue_final_message tokenizer bug." + "reason": "Multimodal dataset batching bug vs tokenizer chat-template behavior; unrelated." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Qwen3Moe FP8 config failure is distinct from Qwen3.5 cache group-type crash." + "reason": "Both mention Whisper, but one is batch_decode special-token handling and the other is empty-transcription generation after align_special_tokens; different bugs." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode token skipping and the other is empty-transcription generation after alignment." + "reason": "Different subsystems and symptoms: FineGrainedFP8Config failure vs PagedAttentionCache group-type crash." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer initialization corruption is not the same as custom model initialization breakage." + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization; separate issues." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF loader breakage is plausible, but one is generic from_pretrained/gguf_file and the other is a specific model loading report." + "reason": "Both involve GGUF/model loading, but the titles point to different concrete failures and no shared code-path is evident." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both audio-feature related, but the titles point to different failing layers and symptoms." + "reason": "Likely related audio code, but one is a specific unsupported center arg regression and the other is a generic helper-function issue; not enough to merge." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys attribute vs specific model loading failure are unrelated." + "reason": "Shared model-loading theme only; one is a missing attribute on MolmoForCausalLM, the other is a specific model load failure." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Dequantized offload device_map failure is unrelated to Qwen2.5-GGUF loading." + "reason": "Tokenizer metaclass/method conflict vs custom model initialization regression; unrelated." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer method-name conflict vs notebook custom-model init regression are different bugs." + "reason": "Dequantized model offload failure vs GGUF model loading failure; different loading paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation TypeError and GraniteMoEHybrid invalid-method call are different code paths." + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; no same bug signal." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading failures, but on different models/tokenizers and with no shared concrete root cause." + "reason": "Both are versioned load regressions, but on different artifacts and different failure modes; not the same underlying issue." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Different Qwen2.5/Qwen3.5 model bugs with unrelated behavior." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Chunked generation compiled-forward inconsistency is unrelated to StaticCache seq_length return-type bug." + "reason": "PEFT local-checkpoint loading vs continue_final_message tokenizer behavior; unrelated." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "PEFT checkpoint loading issue and mistral_common continue_final_message bug are distinct." + "reason": "Chunked generation inconsistency vs cache sequence-length return type; different code paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio sampling-rate defaulting and MIMI padding-mask batching bug are different issues." + "reason": "Audio chat-template sample-rate defaulting vs MIMI encoder padding-mask behavior; unrelated." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom model init regression is not the same as non-persistent buffer junk values." + "reason": "Custom model initialization in Jupyter vs non-persistent buffer junk; separate regressions." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and buffer-junk regression are separate failure modes." + "reason": "General custom model init breakage and non-persistent buffer corruption are different symptoms and likely different fixes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise issue is unrelated to the mistral regex patch crash." + "reason": "Unnecessary loading noise vs Mistral tokenizer regex patch crash; unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and non-template node compilation failure do not match." + "reason": "FP8 model failure vs template compilation error; no common bug." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is incorrect tying and the other is inconsistent serialization by device." + "reason": "Weight tying issue in Mistral3ForConditionalGeneration vs serialization of lm_head.weight; related to weights but not the same defect." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys attribute is unrelated to tokenizer loading failure for a specific model." + "reason": "Missing all_tied_weights_keys vs tokenizer loading failure; different problems." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 bad results and OmDet-Turbo processor size mismatch are different model/processor bugs." + "reason": "Model inference quality issue vs processor image-size mismatch; unrelated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segmentation fault loading Llava Next and Qwen3OmniMoe video ValueError are unrelated multimodal failures." + "reason": "Segmentation fault loading Llava Next vs Qwen3OmniMoe video input ValueError; different multimodal bugs." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Generation performance overhead is unrelated to StaticCache return-type contract violation." + "reason": "MIMI batching/padding-mask issue vs DAC from_latents STE mismatch; distinct audio-model bugs." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Both are audio-codec correctness bugs, but they involve different models and different missing pieces." + "reason": "Generation performance overhead vs cache sequence-length contract mismatch; not the same issue." }, { - "left": "issue:44451", + "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Specific model load failure vs Mistral tokenizer regex crash are not the same underlying bug." + "reason": "Different loading failures: generic transformers>=5.1 model load vs Mistral tokenizer regex patch crash." }, { - "left": "issue:44987", + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Loading a specific model and crashing in fix_mistral_regex are different issues." + "reason": "Specific model load failure vs Mistral tokenizer backend_tokenizer attribute error; unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/exportability failure is unrelated to OmDet-Turbo processor input-size mismatch." + "reason": "torch.export compatibility issue vs OmDet processor input-resolution mismatch; unrelated." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different problems." + "reason": "Tokenizer load failure vs convert_tokens_to_ids performance regression; different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank helper issue vs compiled flex_attention regression; unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and init_empty_weights unexpected-argument failure are unrelated." + "reason": "Qwen3Moe FP8 config failure vs init_empty_weights argument regression; different loading/init paths." } ] }, @@ -3214,8 +3242,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -3240,7 +3268,6 @@ "issue:43792", "issue:44062", "issue:44079", - "issue:44220", "issue:44291", "issue:44403", "issue:44462", @@ -3269,16 +3296,15 @@ "issue:46326" ], "soft_pairs": [ - "issue:44220|issue:44683", - "issue:45216|issue:45357", - "issue:44062|issue:44987", "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:45216|issue:45357", "issue:42915|issue:44589", "issue:46209|issue:46326", "issue:44479|issue:45325", - "issue:43632|issue:44756", "issue:36032|issue:41720", "issue:43531|issue:44877", + "issue:43632|issue:44756", "issue:43296|issue:43531", "issue:43404|issue:45127", "issue:40444|issue:45325", @@ -3288,10 +3314,10 @@ "issue:40990|issue:44811", "issue:44403|issue:44991", "issue:43632|issue:44534", - "issue:44079|issue:45663", "issue:33666|issue:40444", "issue:44683|issue:45020", "issue:43421|issue:44568", + "issue:44079|issue:45663", "issue:43381|issue:45923", "issue:44291|issue:44589", "issue:43482|issue:45538", @@ -3300,229 +3326,217 @@ "issue:44462|issue:45812", "issue:43482|issue:43525" ], - "prepared_review_unit_hash": "f9546b8a7f01efe082c75d8100b87658dd3b00dc7bb66c822a65400a633236b4", + "prepared_review_unit_hash": "322af53d06590b55d513549b9390b77dbfb6ec29a3eeda0a1c1dd9ef918e2b6e", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36644, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35802, + "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 a noisy mix of unrelated Transformers regressions. Only one soft pair looks like a true duplicate: `AutoTokenizer` ignoring `tokenizer.json` appears to explain the Granite wrong-token-ID regression.", - "confidence": 0.63, - "canonical_issue_reason": "`issue:44462` is the clearest root-cause report: it describes `AutoTokenizer` ignoring `tokenizer.json`, which is broad enough to cover the Granite token-ID failure in `issue:45812`.", + "summary": "This cluster is mostly heterogeneous. The only soft-edge pair that looks like the same concrete bug is the Qwen3.5 `save_pretrained` regression (45216/45357). The Granite AutoTokenizer/tokenizer.json pair is thematically related but not strong enough here to treat as a confirmed duplicate subgroup.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45812 is still the best anchor because it describes a broad, concrete AutoTokenizer regression with clear user impact across Granite models and multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44462` is the best representative issue because it states the underlying loading bug directly and is broader than the downstream Granite-specific symptom.", + "best_issue_reason": "Issue 45812 is the strongest standalone issue to represent the tokenizer regression cluster because it is broad, well-scoped, and likely to attract maintainer follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio feature extraction vs compiled flex-attention; unrelated code paths." - }, - { - "left": "issue:45216", - "right": "issue:45357", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Both touch Qwen3.5 save_pretrained, but one is a broad checkpoint regression and the other is a specific visual-encoder key issue; not enough to prove the same bug." + "reason": "Different tokenizer/model-loading failures with distinct symptoms and likely root causes." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer `AddedToken` argument conflict vs a model-loading failure for a specific repo; different failure modes." + "reason": "Both involve loading issues, but the reported errors and affected paths are too different to be the same bug." }, { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "T5 tokenizer method-name conflict vs MobileLLM loading key error; unrelated." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect checkpoint output; the later issue reads like a more specific follow-up of the same serialization bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure on Qwen3MoE vs a missing Float8 storage type error; different underlying issues." + "reason": "Unrelated FP8 failures: one is a config/load problem, the other is a missing storage type." }, { "left": "issue:46209", "right": "issue:46326", "accept": false, - "reason": "FP8 inference on B200 vs tokenizer `continue_final_message`; unrelated." + "reason": "Completely different areas: FP8 inference on B200 versus tokenizer chat/message handling." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "General video-input regression across Qwen VL models vs a still-image temporal \u0564\u056b\u0580position-id scaling bug; distinct multimodal paths." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "HF initialization flag regression vs mmap/OOM behavior on Strix Halo; unrelated." + "reason": "Both are Qwen VL regressions, but one is video-input behavior and the other is still-image rope/position-id scaling." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict vs CUDA assert during auto device mapping; unrelated." + "reason": "A tokenizer constructor conflict and a Qwen3 auto-device-mapping CUDA assert are not the same underlying bug." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs Granite speech config loading; unrelated." + "reason": "Different subsystems and symptoms: sliding-window behavior versus strict config loading." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "A v5 initialization-flag regression and a Strix Halo mmap/OOM issue are unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding-window issue; unrelated." + "reason": "Different model families and failure modes." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied embeddings, but one is a missing tie in Mistral3 image-text generation and the other is LoRA merge collapse after vocab extension; different bugs." + "reason": "Both touch weight tying, but they describe different code paths and failures." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure vs still-image rope scaling; different bugs." + "reason": "Both are Qwen2.5-VL related, but they involve different inputs and different bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility vs noisy loading output; unrelated." + "reason": "Torch compatibility and noisy loading logs are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading regression vs non-persistent buffer initialization junk; different code paths." + "reason": "Separate Transformers v5 regressions affecting different loading/initialization paths." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure vs Float8 storage lookup error; unrelated." + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens behavior; unrelated." + "reason": "Completely different problems with no shared code-path evidence." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Load-time noise vs tokenizer loading failure for EMBEDDIA/est-roberta; not the same bug." + "reason": "General load noise versus a specific tokenizer regression for est-roberta." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but `_is_hf_initialized` and non-persistent buffer corruption are separate issues." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + "reason": "Different regressions in the model initialization/loading stack." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU Qwen2-VL training vs Qwen2.5-VL multi-image IterableDataset failure; related model family, but different concrete problems." + "reason": "Both concern Qwen VL training, but one is multi-GPU training and the other is multi-image iterable-dataset prompting." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Flex-attention compilation on torch>=2.9 vs remote_code loading regressions; unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor update vs add_special_tokens not adding BOS/EOS; same general area, but different concrete bugs." + "reason": "Shared special-token theme, but one is runtime post-processor updates and the other is missing BOS/EOS insertion on a specific tokenizer." }, { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Eval-mode checkpointing restriction vs missing supports_gradient_checkpointing flag; different issues." + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different object/model bugs with distinct failure mechanisms." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is different from a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` arg with init_empty_weights vs Float8 storage lookup failure; unrelated." + "reason": "Different initialization/runtime issues." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure vs CLIPTokenizer max-length constant; unrelated." + "reason": "Unrelated model-loading behavior: GGUF loading versus CLIPTokenizer max length." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image finetuning; unrelated." + "reason": "Different generation/training paths and failure modes." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash-attention-3 training degeneration vs single-label num_labels=1 zero-loss behavior; different failure causes." + "reason": "Both are degenerate-training reports, but the underlying causes differ." }, { "left": "issue:44462", "right": "issue:45812", - "accept": true, - "reason": "Same tokenizer-loading path: ignoring `tokenizer.json` can directly produce the wrong Granite token IDs, so these look like one underlying bug." - }, - { - "left": "issue:43482", - "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure vs missing `pad_token_id` on Llama4Config; unrelated." + "reason": "The evidence only shows a loose AutoTokenizer/tokenizer.json similarity; it is not enough to conclude the same underlying bug." }, { - "left": "issue:44987", + "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Specific model load failure under transformers>=5.1 vs missing `pad_token_id`; different issues." + "reason": "Different model-loading failures with distinct causes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only positive soft pair, `issue:44462` / `issue:45812`, is a reasonable duplicate candidate based on the titles, and the rest of the soft-edge rejections avoid overclaiming. The canonical issue choice is also defensible as the broader tokenizer-loading report." + "accept": false, + "feedback": "Mostly grounded, but one soft-edge accept is too strong for the packet alone: issue:44462 and issue:45812 share the AutoTokenizer/tokenizer.json theme, yet the evidence only supports a loose similarity, not the same underlying bug. The 45216/45357 pairing is plausible, but the overall summary should be more conservative and avoid presenting the Granite pair as a confirmed duplicate subgroup without body-level evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3535,8 +3549,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -3593,23 +3607,23 @@ "issue:42175|issue:45542", "issue:41553|issue:43582", "issue:43818|issue:46402", - "issue:44079|issue:44534", - "issue:43531|issue:44291", "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:44079|issue:44534", "issue:41720|issue:45081", "issue:43377|issue:45491", "issue:40444|issue:45381", "issue:44265|issue:45072", "issue:43644|issue:44079", - "issue:43749|issue:44079", "issue:42175|issue:43296", "issue:43611|issue:43646", + "issue:43749|issue:44079", "issue:45325|issue:45381", "issue:43792|issue:43957", "issue:43994|issue:44898", - "issue:43632|issue:45072", "issue:45325|issue:45834", "issue:43454|issue:44466", + "issue:43632|issue:45072", "issue:42915|issue:43482", "issue:43701|issue:45325", "issue:44291|issue:44877", @@ -3619,218 +3633,215 @@ "issue:43606|issue:44265", "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "4ebaabb18230cac542a3256b27a08e7f82e59e0a047c2f3553d9542686e16e2c", + "prepared_review_unit_hash": "1732dc0f90ae343b70a9518a85d77bc23a38eef3d6740ad1d8aa1e425a50d21d", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35894, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "serialized_chars": 35885, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs and regressions. Only the two Qwen2.5-VL position-id reports look like the same underlying issue; the rest are thematic but not true duplicates.", - "confidence": 0.68, - "canonical_issue_reason": null, + "summary": "Loose similarity cluster of mostly distinct issues, with a heavy skew toward Transformers v5 regressions and model-specific loading/runtime bugs. None of the soft pairs look close enough to merge as true duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative v5-loading regression report in the set, making it the best anchor for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the clearest concrete report of the Qwen2.5-VL rope/position-id regression and best represents the only likely duplicate pair.", + "best_issue_reason": "Issue 43611 is a concrete but general failure mode (`base_model_prefix`-related loading breakage) and is more representative than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Offloading/quantization load failure is unrelated to Qwen3 MoE training memory usage." + "reason": "Both concern quantization/offload style problems, but one is a device_map auto loading failure on dequantized models while the other is training memory inefficiency in Qwen3 MoE; different bugs." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the install extra and the other is a tensorboard-only environment error." + "reason": "Both mention TensorFlow packaging, but one is about the `.[torch]` extra omitting TensorFlow from backends and the other is an environment where only tensorboard is installed; not the same defect." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer loading error messaging and Apple Silicon allocator TypeError are different bugs." + "reason": "Unrelated failures: bad AutoTokenizer error for Voxtral vs a TypeError in `caching_allocator_warmup` on Apple Silicon." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Sam3 text encoder weight loading." + "reason": "Both are model-loading regressions, but Video-LLaVA vision tower issues and Sam3Model text encoder weights not loading are separate code paths." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate code paths." + "reason": "Different models and symptoms: Video-LLaVA temporal-attention/weight-sharing bug versus Qwen3.5 visual encoder key serialization." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the init_empty_weights argument regression." + "reason": "Both involve Transformers v5-era loading behavior, but one is a sliding_window issue for Qwen3-MoE and the other is an `_is_hf_initialized` init_empty_weights TypeError; not the same bug." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Video-LLaVA weight sharing and Qwen3.5 visual-key serialization are different model families and failures." + "reason": "Different failure modes in different components: ModelOutput key assignment versus non-persistent buffer serialization." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the Mistral tokenizer regex patch crash." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to a Mistral tokenizer regex patch crash." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching issues, but one is a missing padding-mask bug in MIMI and the other is a Gemma3 sliding-window NaN issue." + "reason": "MIMI encoder batching/padding-mask issue is distinct from Gemma3 NaN embeddings caused by sliding-window attention on all-padding windows." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning failure and video vision_position_ids regression are related only loosely, not the same bug." + "reason": "Both are Qwen2.5-VL video/image processing regressions, but one is finetuning with multi-image IterableDataset failures and the other is wrong video vision_position_ids; too different to collapse." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failures from torch_compilable_check are unrelated to bfloat16 dtype mismatches." + "reason": "torch.export failure with torch_compilable_check is a different problem than bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are different regressions." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling do not share the same failure mode." + "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key bookkeeping." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TF backend packaging and PaddleOCR-VL loading in vLLM are separate dependency/model-loading problems." + "reason": "Both involve backend/model packaging, but one is missing TensorFlow in the torch extra and the other is a vLLM load failure for PaddleOCR-VL; different issues." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but one is about base_model_prefix and the other about custom model initialization; not the same concrete bug." + "reason": "Both are Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; similar theme, not the same concrete code-path bug." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL 5.3.0 position-id/rope-index regression affecting image and video inputs." + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video `vision_position_ids`; related area, different bug reports." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper-large-v2 runtime failure and meta-device loading regression are unrelated." + "reason": "Whisper runtime failure and meta-device loading failures on Transformers 5 are separate problems." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are different model-specific issues." - }, - { - "left": "issue:43632", - "right": "issue:45072", - "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to dtype mismatch during inference." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs versus Perceiver failing on non-default image resolutions." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position ids and Kosmos2.5 OCR index errors are different bugs." + "reason": "Both involve long-context/position handling, but Qwen2.5-VL temporal scaling is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Missing lm_head tie and inconsistent lm_head.weight serialization are related only broadly, not the same bug." + "reason": "AyaVision lm_head tying failure is not the same as inconsistent lm_head.weight serialization across devices." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag handling and bf16 dtype mismatches are different regressions." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 failure and Qwen2.5-GGUF loading failure are separate regressions." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading under Transformers v5 affect different model/config paths." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index bug are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and strict granite_speech config loading are different compatibility issues." + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is distinct from strict config blocking granite_speech config loading." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device mismatch are unrelated model-specific failures." + "reason": "Both are device/vision-related regressions, but one is a Qwen video-input issue and the other is a Gemma4 PLE device mismatch during forward; not the same code path." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and torch 2.4.1 vs transformers 5.8.0 incompatibility are not the same bug." + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to torch 2.4.1 / transformers 5.8.0 incompatibility." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization offloading behavior and tokenization changes across versions are separate concerns." + "reason": "Quantization offloading behavior is not the same as a general tokenization-version change report." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export and torch_compilable_check." + "reason": "CPU offload device mismatch for bark-small and torch.export failures with torch_compilable_check are different bugs." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different issues." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted duplicate, issue:45325 vs issue:45381, is plausibly the same Qwen2.5-VL position-id/rope regression based on the titles and version context. The remaining soft-edge rejections are generally cautious and do not overclaim duplicate status from thematic similarity alone." - }, - "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 }, @@ -3842,8 +3853,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -3904,18 +3915,18 @@ "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43606|issue:43819", - "issue:43454|issue:43550", "issue:43881|issue:44488", "issue:39692|issue:40444", + "issue:43454|issue:43550", "issue:46305|issue:46315", "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:43257|issue:45923", - "issue:43572|issue:45759", "issue:43317|issue:43873", "issue:40990|issue:42947", "issue:43377|issue:44898", "issue:43322|issue:46050", + "issue:43572|issue:45759", "issue:43454|issue:43720", "issue:45325|issue:46315", "issue:41720|issue:43322", @@ -3928,20 +3939,20 @@ "issue:43881|issue:44991", "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "03963af0848c8adeca403a34eefeb2c47278f2b73007e3183c4aab7e226d6654", + "prepared_review_unit_hash": "63cef5cda8ef9c8c78644bae87c0ffce42cc705dd7165e9069f64035be213b9d", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36855, + "serialized_chars": 36853, "estimated_input_tokens": 9214, "estimated_eval_tokens": 18684 }, @@ -3950,192 +3961,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically broad but not duplicate-tight: it mixes tokenizer regressions, model-loading/device-mapping failures, quantization/offloading bugs, and a few unrelated model-specific issues. None of the proposed soft edges look like the same underlying bug/change.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43873 is the broadest representative because it centers on offloading plus quantization, which is the nearest shared theme across several neighboring reports. It is still only a cluster representative, not a true duplicate root.", + "summary": "This cluster is heterogeneous: most pairs share only broad subsystem similarity (tokenization, loading/offloading, device_map, multimodal processing) but not the same concrete bug. No soft edge looks safe to merge as a duplicate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45920 is the broadest cross-model v5 tokenizer regression in the set and is the best representative of the tokenizer-related subset, though it is not a duplicate of the other loading/offloading or model-runtime issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best global issue pick for this cluster because it captures the widest common failure mode (offloading/quantization) without being overly specific to one model.", + "best_issue_reason": "issue:45920 is the best single representative issue because it captures a broad, user-facing regression across multiple models rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated symptoms: high perplexity on one model vs empty-transcription generation failure on Whisper." + "reason": "Different failure modes and domains: perplexity on a language model vs Whisper empty-transcription generation." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Different subsystems and failure modes: Bark voice preset vs progressive generation with inputs_embeds/past_key_values." + "reason": "Bark voice preset loading and progressive generation with inputs_embeds/past_key_values are unrelated bugs." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different code paths and model families; not the same concrete bug." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS injection for a specific tokenizer while the other is wrong token IDs across multiple models." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Generation API issue vs device-mapping CUDA assert; no shared root cause." + "reason": "Sequence-generation cache handling and Qwen3 auto device mapping/cuda assert are different code paths." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer NER/padding crash and torch.export torch_compilable_check failure are distinct issues." + "reason": "Tokenizer padding/truncation crashes and torch.export failures with torch_compilable_check are not the same bug." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device mapping, but the models and failure mechanisms differ too much to merge." + "reason": "Both involve device_map=\"auto\", but one is a CUDA assert in Qwen3 and the other is a PLE device mismatch in Gemma4; too model- and failure-specific to merge." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is not the same as DAC missing STE behavior." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "Weight-tying serialization bug and torch.compile SDPA failure are unrelated." + "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC.from_latents missing STE behavior." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Model load failure and tokenizer load failure are different bugs." + "reason": "Both are loading failures, but for different models and likely different root causes." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation example errors and training with multiple images per prompt are not the same underlying bug." + "reason": "SigLIP2 doc-example issues and Qwen2.5-VL finetuning with multi-image IterableDataset are not the same underlying problem." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying / garbage generation in AyaVision is unrelated to Bamba torch.compile + SDPA failure." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Off-by-one sliding window masking and slow token conversion are unrelated regressions." + "reason": "Sliding-window masking off-by-one and slow convert_tokens_to_ids are completely different bugs." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask correctness and OmDet processor image-size mismatch are unrelated." + "reason": "MIMI padding-mask inconsistency and OmDet-Turbo processor resolution mismatch are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying/serialization and dtype mismatch in bfloat16 inference are different code paths." + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel do not share a concrete code-path bug." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen MOE weight conversion and a missing gradient-checkpointing flag are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Config field missing in StableLM versus composite Qwen text_config unwrapping; not the same bug." + "reason": "Qwen3 MoE weight conversion during accelerate+deepspeed and a missing gradient-checkpointing flag are different problems." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both are offload/quantization themed, but one is dequantized-model loading on gpu+cpu offload and the other is a broader quantization offloading report." + "reason": "Dequantized model loading with gpu/cpu offload is related in theme to offloading with quantization, but not clearly the same bug or code path." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a specific model vs gradient checkpointing not taking effect are unrelated." + "reason": "High perplexity on a model evaluation and ineffective gradient checkpointing with PEFT LoRA are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batched-vs-single MIMI output mismatch and Perceiver non-default-resolution failure are different model bugs." + "reason": "MIMI batched-vs-single output mismatch and Perceiver non-default resolution failure are different image/audio-model bugs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault on load and sinq save/load breakage are not the same code-path problem." + "reason": "Llava-Next loading segfault and sinq quantization save/load breakage are not the same failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and AutoModelForCausalLM.from_config text_config unwrapping are separate config issues." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tie failure and packed-weight unpacking during accelerate loading are different issues." + "reason": "Weight tying in AyaVision and packed-weight unpacking in BitNet accelerate loading are unrelated." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL rope/indexing bug and tokenizer conversion slowdown are unrelated." + "reason": "Qwen2.5-VL rope index temporal scaling and tokenizer conversion slowdown are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "CUDA assert during device-mapped Qwen3 loading and Llava Next segfault are different failures." + "reason": "Qwen3 auto device-map CUDA assert and Llava Next segfault during loading are different model-loading failures." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression and kernels version/revision import error are unrelated." + "reason": "Tokenizer loading regression for a model and kernels version/revision import failure are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP RAM-efficient loading breakage and non-persistent buffer junk initialization are not the same bug." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk in v5 are both loading-related, but not the same bug." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe fine-grained FP8 failure are unrelated." + "reason": "A 3d_parallel.py runtime issue and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Device-mapping CUDA assert and flash-attention generation behavior are distinct model/runtime problems." + "reason": "Auto device mapping CUDA assert and Qwen3.5 flash-attention generation failure are different code paths." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch serialization, but one is lm_head.weight inconsistency and the other is visual encoder key saving; not the same fix." + "reason": "Serialization of tied lm_head weights and incorrect visual encoder keys on save_pretrained are both save/load regressions, but not the same concrete bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT label reduction bug and Molmo tied-weights attribute error are unrelated." + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute error are unrelated." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Loading a model versus loading a tokenizer; different failure points." + "reason": "Both are model/tokenizer loading failures, but they affect different artifacts and do not look like one shared defect." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Quantization memory/OOM regression and apex RMSNorm memory leak are separate memory problems with different causes." + "reason": "Int4 CUDA reserved-memory OOM and apex FusedRMSNorm memory leak are distinct memory issues with different causes." } ] }, @@ -4154,8 +4165,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -4168,8 +4179,8 @@ "issue:42915", "issue:43065", "issue:43295", - "issue:43316", "issue:43317", + "issue:43322", "issue:43404", "issue:43425", "issue:43450", @@ -4186,6 +4197,7 @@ "issue:43873", "issue:44008", "issue:44186", + "issue:44361", "issue:44423", "issue:44610", "issue:44671", @@ -4193,7 +4205,6 @@ "issue:44756", "issue:44877", "issue:44898", - "issue:44913", "issue:44991", "issue:45072", "issue:45081", @@ -4213,13 +4224,13 @@ "issue:36331|issue:42617", "issue:43065|issue:46402", "issue:44877|issue:44991", - "issue:44186|issue:45072", "issue:36331|issue:42915", + "issue:44186|issue:45072", "issue:43450|issue:45701", - "issue:43577|issue:43708", - "issue:44008|issue:45823", "issue:43873|issue:44756", + "issue:44008|issue:45823", "issue:43550|issue:43720", + "issue:43577|issue:43708", "issue:42175|issue:46291", "issue:43404|issue:45357", "issue:41720|issue:42617", @@ -4237,211 +4248,224 @@ "issue:43531|issue:43572", "issue:44671|issue:44743", "issue:45081|issue:45812", - "issue:43316|issue:44913", - "issue:43540|issue:43782" + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:42915|issue:43322" ], - "prepared_review_unit_hash": "25216e03998ed2720acd6f50131de9c1a8059263a11a0044b3ebbf19111f5c99", + "prepared_review_unit_hash": "ef4f56e519b56e4608fac243f593bcb2716e45d455389752a9dcff2630618ec4", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36780, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "soft_pair_count": 31, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly related by broad transformer-model regression themes, but the soft pairs are not true duplicates: they usually differ in model family, failure mode, or code path. No soft edge should be merged. The broadest representative issue is the generic tokenization-regression report.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45701 is the broadest representative: it describes a version-wide tokenization regression and already has multiple inbound references, making it a better cluster anchor than the more model-specific reports.", + "summary": "The items are mostly unrelated model-specific bugs; the soft pairs are similarity hits but not true duplicates. I found no safe PR-style merges here, and no soft edge looks like the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest, most active issue centered on offloading/quantization behavior, which is the closest anchor among these otherwise heterogeneous bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most generally applicable issue in this set; its scope is wider than the other model- or feature-specific bugs, so it best fits a canonical representative for the cluster.", + "best_issue_reason": "issue:43873 has the best mix of breadth, activity, and relevance to the closest soft-match theme (offloading/device-memory behavior), so it is the most suitable representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on gpt-oss-20b is a concrete evaluation issue; the other is a broad tokenization regression. Different symptom and scope." + "reason": "Perplexity on a specific model/data setup is unrelated to a broad tokenizer-version regression." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer.compute_loss kwarg breakage is a trainer API mismatch; 3d_parallel.py is a separate execution failure." + "reason": "Trainer compute_loss signature mismatch and a 3d_parallel.py runtime failure are different code paths." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are Sam3-related, but one is a dummy Conv2d in the pixel decoder while the other is missing text encoder weights. Different components and fixes." + "reason": "Sam3PixelDecoder dummy layer vs Sam3Model text encoder loading are separate model components." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different model families and different failure points: strict config loading vs tokenizer loading." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different failures." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Tokenizer crashes on NER/padding versus dtype mismatches in inference; unrelated bugs." + "reason": "CustomTrainer API breakage is unrelated to a Qwen3Moe FP8 configuration error." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Trainer custom loss signature breakage is unrelated to Qwen3Moe FP8 loading failure." + "reason": "Tokenizer crash in LayoutLMv2 and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated bugs." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is a multimodal preprocessing issue, not the tokenization regression described in 45701." + "reason": "Video processor shape handling is not the same as version-dependent tokenization drift." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "One is dtype remaining float32 after load; the other is incorrect max_steps on resume. Different trainer/model-state bugs." + "reason": "Both mention memory/offload concerns, but one is quantization offloading while the other is mmap OOM on Strix Halo." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 device-map placement mismatch." + "reason": "A variable-name collision in Gemma3n forward is unrelated to Gemma4 device-mapping mismatch." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Both touch loading/offload behavior, but one is quantization offloading and the other is mmap-induced OOM on Strix Halo. Not the same bug." + "reason": "torch.compile SDPA failure and packed-weight unpacking during accelerate loading are different issues." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "torch.compile with SDPA on Bamba and packed-weight unpacking during accelerate loading are distinct code paths." + "reason": "dtype remaining float32 and resume_from_checkpoint max_steps miscalculation do not share a bug." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging extras missing TensorFlow backend is different from kernels v0.15 requiring explicit version/revision metadata." + "reason": "Missing tensorflow backend in a pip extra and kernels version/revision import failure are unrelated packaging issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different regressions." + "reason": "Weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 are separate serialization/model bugs." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "cudaErrorAssert with auto device mapping is not the same as failing to run 3d_parallel.py." + "reason": "Qwen3 auto device mapping cuda assert is not the same as a 3d_parallel.py execution failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are related to serving, but they are different concrete failures." + "reason": "continuous-batching multimodal crash with a string/.to error is distinct from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "These are both runtime/device-related, but one is SDPA+compile and the other is CPU offload device mismatch." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image sizing, but one is OmDet processor output size and the other is Perceiver non-default resolution handling. Different models and fixes." + "reason": "Both concern image sizes, but the models and failure mechanisms differ (processor output shape vs interpolation handling)." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer/NER padding crash is unrelated to image processor resolution mismatch." + "reason": "Tokenizer crashes for NER/batched padding and a Perceiver image-size issue are unrelated subsystems." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 is not the same as a generic tokenization-change report, even if both mention tokenization." + "reason": "A processor/tokenizer regression is not the same as a tokenization-version-change report." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 failure and dequantized model offload failure are different loading problems." + "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are different concrete bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for local model leaf directories is unrelated to save_pretrained permission propagation." + "reason": "Cache-path collisions for local trust_remote_code models and read-only permission propagation are unrelated save/load issues." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility is a version-compatibility issue, not the kernels dependency-revision error." + "reason": "Torch 2.10 incompatibility is not the same as kernels import-version requirements." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error is unrelated to the 3d_parallel.py runtime failure." + "reason": "GenerationMixin import failure and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve GPT-style model execution, but one is an auto device-map CUDA assert and the other is a tensor-parallel-only GPT-OSS MoE issue." + "reason": "Auto device-mapping CUDA assert and GPT-OSS MoE tensor-parallel support are different problems." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a model config bug; kernels version/revision requirements are a dependency-loading issue." + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels dependency import behavior." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "These are different config-field regressions in different model families: sliding_window vs pad_token_idx." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different config bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and recurrent-state reset with cache are distinct behavior bugs." + "reason": "CamemBERT masked LM predictions and Qwen3 modular recurrent-state reset are unrelated model behaviors." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash and Granite token-ID regression are both tokenizer-related but not the same underlying issue." + "reason": "Mistral tokenizer regex patch crash and Granite tokenizer ID regression are different tokenizer bugs." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct not persisting are separate config consistency bugs." + "reason": "LayoutLMv2Tokenizer and MLukeTokenizer failures are separate tokenizer implementations with different error modes." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only load error are different multimodal loading/processing failures." + "reason": "Video processing in Qwen3OmniMoe and Qwen3VL weight_only loading are different failure points." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model-loading bugs." } ] }, @@ -4460,8 +4484,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -4475,8 +4499,7 @@ "issue:36331", "issue:41720", "issue:42490", - "issue:42915", - "issue:43322", + "issue:43316", "issue:43329", "issue:43388", "issue:43421", @@ -4489,8 +4512,6 @@ "issue:43746", "issue:43873", "issue:43881", - "issue:44186", - "issue:44361", "issue:44387", "issue:44451", "issue:44492", @@ -4500,8 +4521,11 @@ "issue:44545", "issue:44589", "issue:44625", + "issue:44898", + "issue:44913", "issue:44991", "issue:45059", + "issue:45072", "issue:45357", "issue:45406", "issue:45464", @@ -4510,15 +4534,15 @@ "issue:45704", "issue:45759", "issue:45812", + "issue:45859", "issue:46291", "issue:46402" ], "soft_pairs": [ - "issue:44186|issue:44361", - "issue:42915|issue:43322", "issue:43421|issue:45812", "issue:36331|issue:41720", "issue:43526|issue:43881", + "issue:43316|issue:44913", "issue:29159|issue:36032", "issue:33357|issue:35707", "issue:30064|issue:34634", @@ -4540,204 +4564,212 @@ "issue:44451|issue:44991", "issue:44625|issue:45479", "issue:43531|issue:44589", - "issue:44514|issue:44545" + "issue:44514|issue:44545", + "issue:44898|issue:45072", + "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "7a74483ff537125371ed7dc015b453c8f4ac9f5b2a95f8c3d5788d3775fbee41", + "prepared_review_unit_hash": "d3ad00e6fd7fad50da8fdcf7dd20de3566cb1d064f5a4d8703a97a6e59fbb9cc", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35386, - "estimated_input_tokens": 8847, - "estimated_eval_tokens": 17950 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated bug reports connected only by weak textual similarity. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template crash report; all other soft edges should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the earlier report of the exact same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash described in issue:44545.", + "summary": "The cluster is mostly heterogeneous soft-similarity noise. Only one pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. All other pairs describe different bugs, models, or code paths.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44545 is the cleanest representative of the only true duplicate pair; it precisely states the batched-input padding=False crash and is clearer than 44514.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest global issue representative since it is the only true duplicate-match in the cluster and has the clearest, most specific reproduction target.", + "best_issue_reason": "Issue 44545 best fits as the cluster representative because it is the clearest, most specific instance of the shared Qwen2_5_VLProcessor.apply_chat_template bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Different tokenizers, different failure modes, and no shared code path beyond generic tokenizer handling." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Different model families and errors; one is FP8 config loading, the other is a Llava Next segfault." - }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is a Granite token-ID regression; not the same bug." + "reason": "Different tokenizer problems: runtime special-token/post-processor sync vs Granite token IDs regression." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Completely different subsystems: trainer API signature vs device-mapping CUDA assert." + "reason": "Unrelated: trainer API keyword mismatch vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated: Beit image-label reduction bug versus a glm-4v loading failure." + "reason": "Different subsystems and failures: BeitImageProcessor label reduction vs glm-4v-9b model loading." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they concern different models and different fields; not the same bug." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both mention tokenizers, but the bugs are distinct: slow/fast inconsistency vs T5 method-name conflict." + "reason": "General slow/fast tokenizer inconsistency is not the same as the specific T5 add_special_tokens load conflict." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void-segmentation-map handling is unrelated to BarkProcessor voice_preset." + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset behavior." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different components and symptoms: metric gathering batch trimming vs SAM3 text/bbox behavior." + "reason": "Different inference/data-shaping bugs in different components; no shared code path evident." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different bugs in different areas: torch.compile/SDPA versus tokenizer special-token registration." + "reason": "Completely different areas: torch.compile SDPA failure vs tokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload-ish paths, but the concrete problems and models are different." + "reason": "Both involve loading/offload, but one is a device mismatch and the other is packed-weight unpacking; distinct bugs." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache Qwen3.5 crash and kernels dependency import failure are unrelated." + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels version/revision import requirements." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offload behavior and T5 apex RMSNorm memory leak are distinct issues." + "reason": "Quantization/offloading behavior is unrelated to the T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different crashes in different APIs/models: Gemma4Processor missing _tokenizer versus Qwen3.5 streaming inference failure." + "reason": "Different processors and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different model/load paths and different errors; no evidence of the same underlying bug." + "reason": "CUDA assert during device mapping is unrelated to PEFT adapter local-checkpoint loading." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA memory regression under int4 quantization is unrelated to a tokenization-version-change report." + "reason": "Int4 quantization memory regression is not the same as a general tokenization-version change." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both concern multimodal config/weight handling, but one is incorrect visual encoder keys and the other is missing text encoder weights; not the same bug." + "reason": "Both are multimodal save/load issues, but they affect different models and different components." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "One is a CPU-offload device mismatch during model loading; the other is a tokenizer special-token decode issue." + "reason": "No overlap beyond being CI issues; device offload mismatch is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen configs, but they address different problems: sliding_window behavior versus unwrapping text_config in from_config." + "reason": "Both mention Qwen, but one is sliding_window behavior and the other is config unwrapping in from_config." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Pure documentation/typo cleanup items, but they do not describe the same change or bug." + "reason": "A typo in cache strategy docs is unrelated to removed pipeline task documentation." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning and multimodal token-counting undefined names are unrelated." + "reason": "Local-path import warning is unrelated to the multimodal token counting video-branch undefined-symbol bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with embeddings/past KV are different code paths." + "reason": "TrainerState token counter update bug is unrelated to progressive generation with cached KV." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer configs." + "reason": "Both are tokenizer-load regressions, but they involve different models and no evidence of the same root cause." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both involve classification configuration, but one is Qwen3.5 num_labels propagation and the other is a generic zero-loss problem." + "reason": "Config propagation of num_labels is unrelated to degenerate zero loss in sequence classification." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window Qwen3-MoE issue is unrelated to a Float8 storage lookup TypeError." + "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup failure." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched-padding=False crash; clearly the same underlying bug and mergeable as one fix." + "reason": "Same issue described twice: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping bug and CPU offload incompatibility affect different Qwen components." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the cluster summary stays conservative, and the one accepted pair (issue:44514 / issue:44545) is clearly the same reported crash by title. The other soft-edge rejections are suitably cautious given the packet." + "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly duplicate pair is 44514/44545, and the other soft-edge rejections are supported by the issue titles and do not overclaim shared root cause. The chosen representative issue 44545 is reasonable as the cleaner formulation of the same bug." }, "evaluator_used": true, "retried": false, @@ -4753,8 +4785,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -4771,8 +4803,10 @@ "issue:43596", "issue:43645", "issue:43653", + "issue:43720", "issue:43746", "issue:43782", + "issue:43819", "issue:43844", "issue:43873", "issue:43927", @@ -4787,12 +4821,10 @@ "issue:44625", "issue:44671", "issue:44843", - "issue:44898", "issue:44918", "issue:44936", "issue:44987", "issue:45042", - "issue:45072", "issue:45081", "issue:45356", "issue:45357", @@ -4808,249 +4840,252 @@ "issue:46294" ], "soft_pairs": [ - "issue:44898|issue:45072", "issue:44077|issue:44625", - "issue:45759|issue:45859", "issue:45588|issue:45759", "issue:44062|issue:44451", - "issue:43421|issue:43927", "issue:44987|issue:45042", + "issue:43421|issue:43927", "issue:44368|issue:45357", - "issue:39692|issue:44610", "issue:44918|issue:44936", + "issue:39692|issue:44610", "issue:43782|issue:45381", "issue:43746|issue:46050", - "issue:42886|issue:44843", "issue:43421|issue:43653", - "issue:45704|issue:45923", "issue:43381|issue:43844", + "issue:45704|issue:45923", + "issue:42886|issue:44843", "issue:45704|issue:45859", - "issue:45663|issue:45923", - "issue:41720|issue:45704", "issue:43531|issue:43645", - "issue:43994|issue:44671", + "issue:41720|issue:45704", + "issue:45663|issue:45923", "issue:43421|issue:44186", + "issue:43994|issue:44671", "issue:43746|issue:43873", "issue:45081|issue:45356", "issue:39692|issue:43873", "issue:43596|issue:44220", + "issue:45356|issue:45907", "issue:43540|issue:46294", "issue:42915|issue:43746", - "issue:45356|issue:45907", - "issue:30064|issue:36010" + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720" ], - "prepared_review_unit_hash": "a3cffb914d346bc00d2b68e6ed2fea068d4501d617417e189029c5de56575fb2", + "prepared_review_unit_hash": "04da522c81d73d5025ea497786592925546826c3e95103d1273ff4ba9b9d8329", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37083, - "estimated_input_tokens": 9271, - "estimated_eval_tokens": 18798 + "serialized_chars": 37055, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a heterogeneous cluster of unrelated bug reports across tokenizers, vision, multimodal, training, and config/loading paths. Only one pair looks like a plausible duplicate around offline tokenizer loading; the rest appear distinct.", - "confidence": 0.78, - "canonical_issue_reason": "No single issue is a clean canonical for the whole cluster; the items span unrelated bugs, with only the offline-tokenizer pair looking duplicate-like.", + "summary": "This set is a loose similarity cluster rather than a true duplicate group: most items are unrelated regressions across tokenizers, multimodal models, training, loading, and quantization. I would keep a single high-signal offloading/quantization report as the best representative, but I would not merge any of the soft pairs as duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43873 is the strongest representative to keep: it has the most discussion/inbound references and describes a broad, actionable offloading/quantization failure, even though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "No globally representative issue stands out for the full cluster. If anything, 44843 is the closest anchor for the one clear duplicate-like pair, but it does not cover the rest.", + "best_issue_reason": "Issue 43873 looks like the best single issue to surface from this set because it is high-activity, clearly reproducible in a core code path, and broader than the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Different models and failure modes; image resolution interpolation vs bfloat16 dtype mismatch." - }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Unrelated bugs: optional post_init enforcement vs num_labels propagation in Qwen3.5." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Different code paths: composite config unwrapping vs CPU offload incompatibility." + "reason": "Different bugs: a post_init policy warning vs Qwen3.5 num_labels propagation." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention s_aux crash is unrelated to the Qwen config unwrapping issue." + "reason": "Both involve Qwen multimodal/config code, but one is a flash-attention crash and the other is a text_config unwrapping bug." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Both tokenizer-related, but one is AddedToken argument handling and the other is a model-specific load failure." + "reason": "AddedToken keyword collision and a model loading failure are separate tokenizer/model-repo issues." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is save/load losing custom IDs." + "reason": "A model-loading regression and an image-processor torchvision dependency bug are unrelated." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Different regressions: model loading failure vs image processor requiring torchvision." + "reason": "Runtime post-processor updates and save/load token-ID corruption are different tokenization paths." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Same model family, but warning noise vs incorrect saved visual encoder keys are different bugs." + "reason": "A config warning about tie_word_embeddings is not the same as incorrect visual encoder key saving." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Different models and symptoms; docs/example mismatch vs processor/model input-size mismatch." + "reason": "One is unpacking embeddings in SFT training; the other is evaluate-after-train behavior." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Trainer SFT embedding unpacking and train/evaluate lifecycle failure are distinct issues." + "reason": "Both mention processor/model mismatch, but the concrete failures and models differ." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL problems: weight_only load failure vs video position-id bug." + "reason": "Different Qwen VL versions and different failure modes: weight_only load error vs video position IDs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT checkpoint loading and quantized save/load corruption are not the same bug." + "reason": "PEFT local-checkpoint loading and sinq quantization save/load breakage are separate serialization bugs." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Both report offline tokenizer loading failing from cache; 44843 pinpoints the likely root cause in _patch_mistral_regex/model_info()." + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token updates and BigBird mask-token registration are distinct tokenizer behaviors." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are not the same code-path problem." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing flag are unrelated." + "reason": "A T5 RMSNorm memory leak and a missing trust_remote_code gradient-checkpointing flag are unrelated." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Eval-mode checkpointing restriction is not the same as ZeRO-3 gradient explosion." + "reason": "Both touch offline token loading, but one is a generic cache/offline failure and the other is a specific mistral-regex model_info call." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "T5 memory leak and Qwen rotary offload incompatibility are separate problems." + "reason": "FusedRMSNorm memory leak vs CPU offload incompatibility are different issues." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Sliding-window behavior in Qwen3-MoE and Jupyter custom-model initialization are unrelated." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-map assert and T5 norm leak have different root causes." + "reason": "Qwen3 auto device mapping cuda asserts and a T5 norm leak are different bugs." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Qwen3-MoE sliding window bug and Jupyter custom-model initialization breakage are unrelated." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is not the same as a missing gradient_checkpointing flag." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different models and failure types; bad SigLIP2 outputs vs CamemBERT masked-LM regression." + "reason": "Tokenizer post-processor updates and LayoutLMv2 NER/padding crashes are separate tokenizer defects." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Runtime special-token updates are unrelated to LayoutLMv2 NER/padding crashes." + "reason": "Different models and symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization offloading do not appear to share a code-path bug." + "reason": "Checkpoint loading with PEFT and offloading/quantization behavior are related at a broad level but not the same failure." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer patching, but one is a backend_tokenizer AttributeError and the other is a codec-handling regression." + "reason": "Both mention mistral regex handling, but one is an AttributeError on loading and the other is a codec/warning regression." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/example mismatch is unrelated to offloading not working with quantization." + "reason": "A SigLIP2 doc example bug and a quantization/offloading bug are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Zero3/BertModel init error and audio fbank feature extraction are unrelated." + "reason": "Deepspeed/BertModel zero3 init failure and fbank feature extraction are separate code paths." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related, but they describe different Qwen models and different failure points." + "reason": "Both involve video inputs in Qwen variants, but they are different models and different template/processing failures." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to GraniteSpeech local checkpoint loading." + "reason": "FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading are separate bugs." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + "reason": "Void segmentation-map processing and GenerationMixin import errors are completely unrelated." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and DAC.from_latents STE mismatch are different implementations and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Image segmentation processing bug and GenerationMixin import error are unrelated." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft edge, 42886\u219444843, is supported by the shared offline tokenizer/cache failure and the explicit _patch_mistral_regex/model_info() root cause in 44843. The rest of the pairwise rejections are appropriately cautious and do not overstate duplication." - }, - "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 }, @@ -5062,8 +5097,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -5085,7 +5120,6 @@ "issue:43653", "issue:43697", "issue:43716", - "issue:43720", "issue:43756", "issue:43818", "issue:43819", @@ -5094,6 +5128,7 @@ "issue:44062", "issue:44186", "issue:44220", + "issue:44442", "issue:44448", "issue:44488", "issue:44661", @@ -5117,238 +5152,231 @@ "issue:46032" ], "soft_pairs": [ - "issue:43720|issue:43819", - "issue:43653|issue:43720", "issue:44220|issue:44661", "issue:43550|issue:45072", "issue:43295|issue:45834", - "issue:43540|issue:44008", - "issue:43618|issue:43697", "issue:44062|issue:44488", + "issue:43618|issue:43697", + "issue:43540|issue:44008", "issue:43550|issue:43819", - "issue:45183|issue:45479", "issue:44186|issue:44898", + "issue:45183|issue:45479", "issue:43653|issue:43819", - "issue:43531|issue:43643", "issue:43322|issue:45685", + "issue:43531|issue:43643", "issue:43716|issue:44008", - "issue:43643|issue:44877", - "issue:44843|issue:45081", "issue:43335|issue:43756", - "issue:43388|issue:46032", + "issue:44843|issue:45081", + "issue:43643|issue:44877", "issue:30064|issue:36331", - "issue:43950|issue:45987", + "issue:43388|issue:46032", "issue:41720|issue:44991", + "issue:43950|issue:45987", "issue:44448|issue:44671", "issue:44821|issue:45084", - "issue:43421|issue:44811", - "issue:43577|issue:43818", "issue:39692|issue:45834", "issue:43540|issue:45381", - "issue:45584|issue:45834" + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:45584|issue:45834", + "issue:44186|issue:44442" ], - "prepared_review_unit_hash": "83ac19c87d1772fed70b3238c5119c803fc50da6020c237ec1cb3d771a1ee9ac", + "prepared_review_unit_hash": "5995db1a6e3cb39c1604c5a231934d4f14f957ec3a53ee38d2c8a202f61d0576", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36833, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "soft_pair_count": 28, + "serialized_chars": 36500, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, vision, training, cache, and model-loading regressions. None of the soft-edge pairs look like true duplicates of the same underlying bug/change, so this should not be deduped as one cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items describe many different failure modes across unrelated subsystems, so any single issue would be a poor representative.", + "summary": "This cluster is mostly a grab-bag of unrelated issues. The only near-match is the pair of Mistral regex/tokenizer loading regressions, but even that looks like two distinct failures in the same helper rather than one duplicate bug. All soft edges should be rejected.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45081 is the best representative because it is the most concrete and code-path-specific report around `_patch_mistral_regex`, with a clear reproduction and error mode.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is suitable as a global representative because the cluster is not centered on one concrete bug or code path.", + "best_issue_reason": "issue:45081 is the strongest issue candidate overall: specific title, explicit failure path, and it anchors the closest soft-match pair in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Both are numerical/model bugs, but one is BitNet accelerate-loading and the other is DAC latent decoding; different code paths and fixes." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Tokenizer special-token decoding bug vs BitNet packed-weight loading bug; unrelated subsystems." - }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank feature extraction issue vs tokenizer mapping failure; no shared underlying defect." + "reason": "Both involve tokenizer/audio-model plumbing, but one is an fbank feature extraction problem and the other is model registration in `TOKENIZER_MAPPING_NAMES`; different bugs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/SDPA-like behavior, but one is Bamba torch.compile with SDPA and the other is generic inference dtype mismatch; not the same bug." + "reason": "Both are runtime/model behavior bugs, but the failure modes are unrelated: `torch.compile` with SDPA vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression vs long OCR input index error; different failure mechanisms." + "reason": "Both mention multimodal/processor behavior, but the regression in `processor.tokenizer` is unrelated to Kosmos2.5 OCR length/index handling." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error vs Gemma3n variable-name collision in forward(); unrelated code paths." + "reason": "Both are tokenizer-loading issues, but one is an `AddedToken` argument collision and the other is a specific model load failure; no shared root cause." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions field regression vs RTDetrV2 output drift in v5; different models and symptoms." + "reason": "Both are output/regression issues, but one is missing CLIP attentions assignment and the other is RTDetrV2 output drift; too different to be duplicates." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "AddedToken keyword conflict vs failure to load a specific tokenizer model; not the same defect." + "reason": "Both affect multimodal models, but the video-input ValueError in Qwen3OmniMoe is unrelated to the Gemma3n variable-name collision." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model families and bugs: Bamba SDPA/compile issue vs DAC missing-STE mismatch." + "reason": "Completely different code paths: `torch.compile`/SDPA in Bamba vs DAC latent reconstruction mismatch." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "General input validation error messaging vs classification-loss degeneracy; only loosely related by model validation." + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image classification with non-default resolution." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs Perceiver image classification resolution bug; distinct components and fixes." + "reason": "Both are validation/loss-related, but one is an input-checking/error-message issue and the other is a degenerate loss computation bug." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird mask-token registration issue vs DAC latent/forward mismatch; no shared root cause." + "reason": "Tokenizer special-token registration and DAC forward/latent consistency are unrelated." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig trust_remote_code missing fields; unrelated areas." + "reason": "A Llava Next loading segfault and an MPS histogram-not-implemented error are different failure classes and code paths." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Llava Next loading segfault vs MPS histogram op not implemented for Int; completely different failure modes." + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with `trust_remote_code`/`AutoConfig` field loss." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio mask attribute collision; unrelated issues." + "reason": "Both are multimodal model issues, but dtype mismatch in Mistral-3 preprocessing is unrelated to Gemma3n's attribute collision." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both are config-loading regressions, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech; different causes." + "reason": "Both are model-configuration bugs, but one incorrectly creates a sparse layer and the other drops the wrong number of RoPE layers." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Offline model_info call in tokenizer regex patch vs backend_tokenizer attribute crash in the same patch family, but the described failures are different bug manifestations and fixes." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug vs Smollm3 RoPE-layer mismatch; not the same model logic." + "reason": "These both hit `_patch_mistral_regex`, but the root causes differ: one is an unconditional `model_info()` call breaking offline mode, the other is an AttributeError on `backend_tokenizer`." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Metric-gathering label truncation vs Mamba2 use_cache correctness; different runtime paths and symptoms." + "reason": "Both are config-loading regressions, but missing fields from `trust_remote_code` and strict config rejection of `granite_speech` are separate issues." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch; no overlap in underlying bug." + "reason": "ImageProcessor segmentation-map handling and `CustomTrainer.compute_loss` kwargs are unrelated." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "from_pretrained buffer corruption vs StaticCache get_seq_length return-type bug; different APIs and fix scopes." + "reason": "One is a last-batch metric-gathering bug, the other is an incorrect `use_cache` result in Mamba2Mixer; different subsystems and symptoms." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert vs tokenizer load failure for a specific model; unrelated." + "reason": "Qwen3 auto device mapping CUDA asserts and tokenizer loading for `EMBEDDIA/est-roberta` do not share a concrete code-path failure." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both involve return-type/buffer semantics, but silent buffer corruption in `from_pretrained()` is unrelated to `StaticCache.get_seq_length()` returning a tensor." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different-output regression for Pegasus vs incorrect masked LM predictions for CamemBERT; separate model-specific behaviors." + "reason": "Both report v5 output differences, but Pegasus generation drift and CamemBERT MLM prediction drift are separate model regressions." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Loading AutoImageProcessor from URL vs template compilation error; different subsystems." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Runtime special-token/post-processor update feature vs Whisper batch_decode skip_special_tokens bug; not the same change." + "reason": "SigLIP2 doc-example errors and Kosmos2.5 long-OCR indexing are different topics with no shared bug." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Blip2 dtype propagation issue vs Video-LLaVA temporal-attention/weight-sharing bug; distinct models and defects." + "reason": "Both are Qwen multimodal issues, but the video-input ValueError and wrong `vision_position_ids` are different concrete failures." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "SigLIP2 doc/example errors vs Kosmos2.5 long OCR index error; only broadly vision/OCR-related, not duplicate." + "reason": "Blip2 dtype loading and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs qwen2.5-vl video vision_position_ids bug; same general family but different concrete failure points and fixes." + "reason": "Both touch tokenization/processing behavior, but runtime post-processor updates and Whisper `batch_decode` skipping special tokens are different bugs." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after token alignment vs Kosmos2.5 long OCR input index error; unrelated." + "reason": "Whisper empty-generation after `align_special_tokens` and Kosmos2.5 long OCR input errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different failure modes." } ] }, @@ -5367,8 +5395,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -5379,11 +5407,13 @@ "issue:36331", "issue:42175", "issue:43262", + "issue:43526", "issue:43577", "issue:43582", "issue:43606", "issue:43644", "issue:43653", + "issue:43697", "issue:43720", "issue:43749", "issue:43782", @@ -5392,9 +5422,7 @@ "issue:43827", "issue:43906", "issue:43994", - "issue:44186", "issue:44291", - "issue:44442", "issue:44479", "issue:44485", "issue:44509", @@ -5422,7 +5450,6 @@ "issue:46326" ], "soft_pairs": [ - "issue:44186|issue:44442", "issue:43782|issue:44977", "issue:43644|issue:43749", "issue:43606|issue:45072", @@ -5430,10 +5457,10 @@ "issue:44479|issue:45834", "issue:34634|issue:36010", "issue:44805|issue:44936", - "issue:43577|issue:43582", "issue:44485|issue:44509", "issue:28218|issue:29159", "issue:44561|issue:45020", + "issue:43577|issue:43582", "issue:45987|issue:46192", "issue:43720|issue:45072", "issue:44610|issue:45072", @@ -5441,222 +5468,220 @@ "issue:43825|issue:43827", "issue:43782|issue:45325", "issue:43749|issue:44291", - "issue:43582|issue:44857", "issue:45081|issue:45406", "issue:42175|issue:45081", "issue:43906|issue:46209", + "issue:43582|issue:44857", "issue:45372|issue:46326", "issue:43262|issue:43819", "issue:34634|issue:36331", "issue:45003|issue:46285", - "issue:43653|issue:44912" + "issue:43653|issue:44912", + "issue:43526|issue:43697" ], - "prepared_review_unit_hash": "e4015acdf0211e2711709779979662ed417a05000e73072e40d3a9b92abf667d", + "prepared_review_unit_hash": "dad65a7a634720f8796e8a9eb86107744e66b20428ff3dc9425cdeec3a2c12e5", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36285, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous tokenizer, model-loading, multimodal, and docs bugs. Only one soft edge looks like a plausible duplicate pair; the rest are too broad or clearly different code paths.", - "confidence": 0.71, - "canonical_issue_reason": "issue:28218 is the clearest concrete symptom report in the only plausible duplicate pair; issue:29159 is broader and reads like a more general description of the same tokenizer inconsistency.", + "summary": "This cluster is highly heterogeneous: the soft edges mostly link unrelated tokenizer, loading, dtype, processor, docs, and model-specific regressions. I do not see any true duplicate pair to merge.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenizer-regression subset, but it still does not make the surrounding issues duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best representative issue here because it is open, specific, and user-facing, while the rest of the cluster does not form a coherent duplicate set.", + "best_issue_reason": "issue:45701 is the most general issue here and the closest thing to a cluster anchor for the tokenizer-focused items, though the cluster overall is not a single duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "Different bugs: LayoutLMv2 tokenizer NER/padding crash vs AutoTokenizer failing to load a specific tokenizer." - }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different model/runtime failures: weight_only loading error vs flash-attention generation issue." + "reason": "Different model/code paths: Qwen3VL from_pretrained weight-only loading error vs Qwen3.5 flash-attention generation behavior." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both involve loading, but one is non-persistent buffers after v5.0 and the other is FSDP CPU RAM efficient loading; not the same code-path." + "reason": "Both involve loading, but one is junk non-persistent buffers and the other is FSDP CPU RAM efficient loading; not the same bug." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are CI/model inference mismatches, but they affect different models and different failure modes (CPU offload device mismatch vs bf16 dtype mismatch)." + "reason": "Different failures and models: Bark CPU-offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs issue about removed translation pipelines; the other is a nonsensical output bug for SigLIP2." + "reason": "One is a pipeline task-support error message, the other is a Siglip2 inference quality bug; not the same underlying issue." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal regressions, but they are distinct models and distinct input-processing failures." + "reason": "Different models and symptoms: Qwen VL video regression vs Kosmos2.5 OCR index error." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Unrelated: BarkProcessor voice_preset bug vs GenerationMixin import failure." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different failures: mask shape IndexError vs trainer.evaluate() breaking after train()." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Different issues: BLIP2 dtype not propagating vs Apple Silicon warmup TypeError." + "reason": "Different bug classes: mask/tensor shape mismatch vs trainer.evaluate() breaking after train()." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs docs mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both point at tokenizer behavior inconsistencies around token insertion/spacing; the broader slow-vs-fast inconsistency report plausibly covers the specific extra-space symptom." + "accept": false, + "reason": "Related tokenizer area, but one is an extra-space-after-added-token bug and the other is a broader slow/fast tokenizer inconsistency." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related to remote-code breakage, but one is is_torch_fx_available removal and the other is broader sys.modules/modeling_utils behavior changes." + "reason": "Both mention recent-version breakage, but one is specifically is_torch_fx_available removal and the other is a broad remote_code regression; not the same concrete fix." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype staying float32 and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "Unrelated API issues: StaticCache.get_seq_length return type vs return_tensors being ignored with text_kwargs." + "reason": "StaticCache seq-length contract bug and return_tensors being ignored are separate API issues." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different model-loading problems: packed-weight unpacking in BitNet vs bf16 dtype mismatches in unrelated models." + "reason": "Packed-weight unpacking during accelerate loading is a different problem from bfloat16 dtype mismatches." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different symptoms and paths: processor output size mismatch vs inference dtype mismatch." + "reason": "Processor image-size mismatch and inference dtype mismatch are different code-path problems." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "One is a CamemBERT masked-LM regression; the other is a broad complaint about tokenization changing across versions." + "reason": "CamemBERT masked-LM regression is not the same as a generic version-changes-tokenization report." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both mention removed pipeline tasks, but one is an error message and the other is documentation; not the same underlying bug." + "reason": "One is a runtime error message, the other is stale docs; same theme, different artifacts and fixes." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen multimodal bugs with different failure points." + "reason": "Different Qwen VL bugs: weight-only loading error vs RoPE temporal position scaling." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern model loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Different hardware/backend crashes with different stacks and failure causes." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct loading issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different AttributeErrors in different components: tokenizer regex patching vs Gemma4Processor missing _tokenizer." + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Unrelated issues: pip extras dependency omission vs Mistral tokenizer regex patch crash." + "reason": "Missing tensorflow in the torch extra and a Mistral tokenizer regex crash do not share an underlying bug." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." + "reason": "An isolated reproduction of an old issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError in warmup and CUDA AMP float16 crash are different platform-specific failures." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 loading and the other is a continue_final_message tokenizer bug." + "reason": "Both touch mistral_common-adjacent loading/processing, but one is an import error and the other is a continue_final_message behavior bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Different audio/DAC code paths: chat-template sampling-rate default vs from_latents forward mismatch." + "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents mismatch are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated: BarkProcessor bug vs CustomTrainer compute_loss signature mismatch." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different regressions: unsafe sys.modules access vs CLIP text model structure change." + "reason": "Unsafe sys.modules access and CLIPTextModel structural inconsistency are different regressions." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different bugs: BigBirdTokenizer special-token registration vs MXFP4 quantization falling back to bf16." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "reduce_labels returning one label and RTDetrV2 differing outputs are different bugs in different components." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well-grounded in the packet and stays conservative overall. The accepted pair (issue:28218 / issue:29159) is a plausible tokenizer-behavior duplicate based on the titles, and the other soft-edge rejections are appropriately 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 }, @@ -5668,8 +5693,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -5682,16 +5707,14 @@ "issue:43262", "issue:43329", "issue:43452", - "issue:43454", "issue:43526", "issue:43531", "issue:43550", - "issue:43577", "issue:43638", + "issue:43643", "issue:43645", "issue:43650", "issue:43696", - "issue:43697", "issue:43720", "issue:43742", "issue:43746", @@ -5702,6 +5725,7 @@ "issue:44060", "issue:44368", "issue:44387", + "issue:44479", "issue:44554", "issue:44589", "issue:44610", @@ -5717,17 +5741,17 @@ "issue:45459", "issue:45538", "issue:45600", + "issue:45759", "issue:45803", "issue:46421", "issue:46424" ], "soft_pairs": [ "issue:43742|issue:45020", - "issue:43526|issue:43697", "issue:45084|issue:45538", "issue:44060|issue:44368", - "issue:43526|issue:44554", "issue:43329|issue:45600", + "issue:43526|issue:44554", "issue:44589|issue:45042", "issue:43650|issue:43906", "issue:43452|issue:44991", @@ -5735,218 +5759,219 @@ "issue:43550|issue:44912", "issue:43746|issue:44811", "issue:43819|issue:43927", - "issue:44387|issue:44617", "issue:36010|issue:43645", + "issue:44387|issue:44617", "issue:43257|issue:43329", "issue:43720|issue:44610", "issue:43854|issue:44977", "issue:38175|issue:44610", - "issue:43531|issue:45042", "issue:36010|issue:36331", + "issue:43531|issue:45042", "issue:46421|issue:46424", "issue:39692|issue:44912", "issue:45459|issue:45803", - "issue:42490|issue:43257", "issue:43262|issue:44811", - "issue:43454|issue:43577", - "issue:43257|issue:43696" + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43643|issue:45759" ], - "prepared_review_unit_hash": "33da1165d3715326c22b1d98776812ec2498ed972f2a651f57dc99d3e1d3b2bd", + "prepared_review_unit_hash": "7c214019926e160d13e9ad6e146ac5f46edd5dc9321b8e8daa0552d35324ac81", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35718, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "serialized_chars": 35745, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning loading, quantization, cache, processors, and model-specific regressions. I do not see a true duplicate/merge group among the soft pairs; most are only superficially similar by subsystem or symptom.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45020 is the broadest, most representative regression report in the set: it describes a general breakage in recent Transformers versions affecting models that rely on `remote_code`.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single anchor for the cluster because it captures a high-level, user-facing compatibility regression rather than a model-specific one-off.", + "summary": "Mostly unrelated Transformers bug reports; the soft links are broad lexical/subsystem overlaps, not the same underlying bugs. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate stands out: the issues span unrelated code paths (imports, loading, quantization, audio/video, training, cache).", + "canonical_pr_reason": "No pull requests in the cluster.", + "best_issue_reason": "issue:45020 is the broadest, most representative user-facing regression here (remote_code loading breakage) and best serves as an umbrella summary, though it is not a duplicate of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading regressions, but one is a MobileLLM key error and the other is a broad remote_code regression; different failure modes and likely different fixes." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "Unrelated bugs: one is a Beit label-reduction bug, the other is RTDetrV2 output divergence." + "reason": "Different failures: a specific MobileLLM key error vs a broad remote_code loading regression." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Different issues in different layers: compilation error vs tokenizer max_length default." + "reason": "Unrelated bugs: template compilation error vs tokenizer max-length misconfiguration." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen tied-weights warnings, but one is a specific incorrect parameter tying bug and the other is a generic warning during LoRA fine-tuning; not clearly the same fix." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "No overlap beyond being correctness bugs; label reduction and MPS attention correctness are unrelated." + "reason": "Same family of warnings, but not clearly the same concrete code-path or model bug." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different models and code paths: video token counting bug vs stale auto_mappings reference." + "reason": "Different subsystems: multimodal token counting vs stale auto_mappings references." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: Beit label reduction bug vs MPS attention correctness issue." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different concerns: float8 storage lookup vs unwanted torchvision dependency." + "reason": "Different areas entirely: float8 storage lookup vs PIL/torchvision backend dependency." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "One is a placeholder issue title, the other is a reproduction of a specific upstream bug; not the same underlying problem." + "reason": "No shared bug: a placeholder issue vs an isolated reproduction of a different report." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both affect loading, but one is gguf handling across AutoTokenizer/AutoModel and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Both involve loading, but the concrete causes and models differ." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: ZeRO-3 index error during training setup vs evaluate-after-train failure." + "reason": "Different behavior: ZeRO-3 index error in training vs evaluate-after-train failure." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated quantization/model bugs: SDPA compile failure in Bamba vs MXFP4 load fallback in git-oss-20b." + "reason": "Different model/code paths: torch.compile+SDPA vs MXFP4 loading fallback." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different processor/model behaviors: local PEFT checkpoint loading vs Whisper batch_decode option handling." + "reason": "Different bugs: PEFT local checkpoint loading vs Whisper decode flag handling." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs on save/load." + "reason": "Different model logic: DAC latent reconstruction vs DiaConfig save/load token IDs." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both can lead to OOM, but the causes are different: int4 reserved-memory growth vs a specific video model consuming too much memory." + "reason": "Import error for GenerationMixin is not the same as notebook custom-model initialization failure." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "One is an import path change for GenerationMixin, the other is a notebook custom-model initialization regression; not the same code-path." + "reason": "Both are OOM-related, but caused by different features and models." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Same family, different defects: weight conversion under accelerate+deepspeed vs sliding-window handling in Qwen3-MoE." + "reason": "Unrelated: Qwen3 MoE weight conversion vs multimodal video token counting." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different subsystems entirely: BitNet packed-weight loading vs OmDet-Turbo image size mismatch." + "reason": "Different bugs: packed-weight loading vs processor image-size mismatch." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are model-specific load/generation problems, but they concern different models and different failure mechanisms." + "reason": "Different model failures: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unrelated model behavior: zero probabilities in SigLIP2 vs OmDet-Turbo processor/model size mismatch." + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs OmDet-Turbo input sizing." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Different bugs in different components: Qwen3-MoE sliding-window handling vs PIL backend dependency detection." + "reason": "Import path issue vs custom trainer signature change are unrelated." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "ImportError for GenerationMixin and Trainer compute_loss signature mismatch are separate API regressions." + "reason": "Sliding-window MoE bug is unrelated to the torchvision/PIL dependency regression." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is about lazy init causing recompilation and the other about `max_cache_length` only applying to quantized cache; different fixes." + "reason": "Related cache area, but different behaviors and code paths." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Different model/documentation/quantization issues; one is a SigLIP2 example bug, the other is MXFP4 loading behavior for git-oss-20b." + "reason": "SigLIP2 doc-example problems are unrelated to MXFP4 loading fallback." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but in different functions and with different failure semantics; not the same bug." + "reason": "Both mention swallowed errors, but they are distinct exception-handling bugs in different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper decoding flags." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warning with trailing slash is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + "reason": "Local-path slash warnings are unrelated to Qwen3 MoE weight conversion." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different audio processor issues: sampling-rate defaulting vs batch_decode honoring `skip_special_tokens`." + "reason": "Accelerate/DeepSpeed weight conversion is unrelated to a plain CUDA OOM report." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Different model-loading bugs in different architectures: AyaVision weight tying vs Blip2 dtype handling." + "reason": "Both touch VLM/video areas, but the concrete bugs differ." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Completely different issues: Qwen3 MoE weight conversion vs GPT-oss-20b out-of-memory." + "reason": "Config fields lost under trust_remote_code is not the same as not unwrapping text_config in composite configs." } ] }, @@ -5965,8 +5990,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -5985,10 +6010,11 @@ "issue:43329", "issue:43450", "issue:43452", + "issue:43454", "issue:43540", + "issue:43577", "issue:43582", "issue:43606", - "issue:43643", "issue:43697", "issue:43742", "issue:43749", @@ -6015,17 +6041,15 @@ "issue:45488", "issue:45538", "issue:45701", - "issue:45759", "issue:45859", "issue:45907" ], "soft_pairs": [ - "issue:43643|issue:45759", - "issue:43329|issue:44479", + "issue:43454|issue:43577", "issue:43329|issue:43450", "issue:34567|issue:40990", - "issue:43606|issue:45859", "issue:29159|issue:34567", + "issue:43606|issue:45859", "issue:43749|issue:44756", "issue:43257|issue:43931", "issue:44568|issue:45356", @@ -6033,18 +6057,18 @@ "issue:44291|issue:45042", "issue:42915|issue:44821", "issue:44987|issue:45538", - "issue:42915|issue:45538", "issue:43927|issue:44912", - "issue:43452|issue:43582", - "issue:43697|issue:45357", + "issue:42915|issue:45538", "issue:44849|issue:45701", + "issue:43697|issue:45357", "issue:44568|issue:45488", + "issue:43452|issue:43582", "issue:33357|issue:34567", - "issue:41720|issue:43540", "issue:42175|issue:43824", + "issue:41720|issue:43540", "issue:43317|issue:45538", - "issue:44479|issue:45381", "issue:44062|issue:44991", + "issue:44479|issue:45381", "issue:43540|issue:44479", "issue:28282|issue:34689", "issue:45137|issue:45405", @@ -6053,214 +6077,226 @@ "issue:24643|issue:29159", "issue:44987|issue:45907" ], - "prepared_review_unit_hash": "844fbe8fbcf65634585b0bdc91ddf2083fc26a77db94fad55f5a8f9bf37dcc6f", + "prepared_review_unit_hash": "bf4e67cf3d0554919281d9985be844784dbd35486cce7506f7433579e8cba860", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37330, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "soft_pair_count": 31, + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs, with one clear subcluster around Qwen video-input regressions in v5.3.0. I only merged the pairs that appear to describe the same underlying video-processing bug family; the rest are false positives across different code paths and models.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44479 is the best representative because it describes the broad Qwen video-input regression affecting multiple model families, and it matches the most convincing soft-edge neighbors in this set.", + "summary": "The cluster is heterogeneous, but there is a small video-regression subcluster around Qwen/Qwen2.5-VL. Most other pairs are only superficially related (same subsystem or version) and not clear duplicates.", + "confidence": 0.78, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest cluster anchor: it is a concrete, versioned regression with the broadest scope and the clearest overlap to other video-input reports in the set.", + "best_issue_reason": "issue:44479 is the strongest concrete anchor in the cluster: it describes a broad v5.3.0 video-input regression across multiple Qwen model families, and it cleanly subsumes the closely related qwen2.5-vl report. The rest of the cluster is too mixed to support one true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Different loading paths and failures: missing fields from trust_remote_code config vs. unwrapping text_config for composite multimodal CausalLM config." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Both describe the same Qwen video-input regression class in the multimodal token/vision-video path, and the titles point to the same code area rather than separate bugs." + "reason": "Both are vision-language loading/weights issues, but they affect different models and different failure modes (lm_head tying vs dtype propagation)." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is an internal token-counting bug and the other is a batched video-processor shape problem; these are different failure modes." + "reason": "Both concern video/multimodal processing, but one is an undefined-name bug in token counting and the other is a batched-shape issue in video processors." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Unrelated issues: trainer token accounting vs. unusually high perplexity on a specific model/dataset." + "reason": "Unrelated symptoms: trainer token-count tracking vs perplexity on a specific model/dataset." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both involve CPU offload, but they concern different models and different concrete errors; not enough evidence of one underlying bug." + "reason": "Tokenizer consistency vs TrainerState bookkeeping; no shared bug." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Tokenizer consistency issue vs. trainer state token counting; different subsystems and symptoms." + "reason": "Both mention CPU offload, but they target different models and different code paths." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different problems: FSDP CPU RAM efficient loading vs. disabling mmap on Strix Halo to avoid OOM." + "reason": "Different failures: FSDP CPU RAM-efficient loading vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen loading issues, but one is accelerate+deepspeed MOE weight conversion and the other is a shape mismatch for a specific VL model." + "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed and the other is a weight-shape mismatch in Qwen3-VL." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Distinct tokenizer regressions affecting different models and different mechanisms (special token insertion vs codec handling/warning behavior)." + "reason": "Both are tokenizer regressions, but they are different model-specific bugs and different tokenization behaviors." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different loading failures: FineGrainedFP8Config vs. a key error for MobileLLM-125M." + "reason": "Different loading failures for different models/configurations; only broad ML similarity." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different areas: init_empty_weights argument handling vs. PIL/image processor dependency requirements." + "reason": "These are unrelated: init_empty_weights argument handling vs PIL image processor torchvision dependency." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "No meaningful overlap: Qwen3Moe FP8 failure vs. loading AutoImageProcessor from URL." + "reason": "No shared code-path bug; one is FineGrainedFP8/Qwen3-MoE, the other is AutoImageProcessor URL loading." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/model-loading bugs with no shared concrete code path." + "reason": "Tokenizer-loading regression vs CLIPTokenizer model_max_length bug; different root causes." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Different models and failures; one is FP8 config handling, the other is an extreme model_max_length issue." + "reason": "Save/load custom token IDs and MXFP4 quantization fallback are unrelated model-loading issues." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Custom token IDs being dropped on save/load is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Different tokenizer/model-loading problems with no shared concrete failure." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "GGUF loading breakage and an AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "Qwen3.5 output_hidden_states bug is not the same as a broad tokenization-version-change report." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different regression classes: RTDetr output differences vs. Qwen3.5 save_pretrained key serialization." + "reason": "Different regressions in different model families: RTDetrV2 output drift vs Qwen3.5 save_pretrained key handling." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and a broad tokenization-version-change report are not the same underlying issue." + "reason": "Both are tokenizer regressions, but the concrete failures differ: missing BOS/EOS insertion vs LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors; too broad to call the same bug." + "reason": "Completely different areas: gguf loading vs Apple Silicon allocator warmup." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Bus error on MacOS CLIP model loading vs. trainer token counting; unrelated." + "reason": "CLIP bus error on macOS and TrainerState token counting are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different Qwen3 issues and different failure points: auto device mapping CUDA assert vs. video input processing ValueError." + "reason": "Packaging/backend dependency issue vs missing exported model class; not the same bug." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Backend packaging issue vs. import failure for a specific model class; unrelated." + "reason": "Both are Qwen video/device issues, but one is an A800 cudaErrorAssert with auto device mapping and the other is a video-processing ValueError in Qwen3OmniMoe." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload dequantized model loading is unrelated to CLIP tokenizer max length." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both are the same Qwen video-input regression family in v5.3.0, with one report broad across Qwen video models and the other a specific vision_position_ids manifestation." + "reason": "Different bugs: device_map offload/dequantization vs CLIP tokenizer max length." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Generic AddedToken argument conflict and a tokenizer loading failure for a specific model do not look like the same bug." + "reason": "Tokenizer errors, but not the same failure: AddedToken argument collision vs a specific tokenizer load regression for est-roberta." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression in v5.3.0; the vision_position_ids bug looks like the concrete manifestation of the broader reported failure." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but they concern different models and different errors; not enough evidence they share one fix." + "reason": "Related video-input regressions, but the model families and symptom descriptions differ too much to treat as one concrete duplicate." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-not-found import error and a Llama Vision model loading regression are unrelated." + "reason": "Import errors for different reasons: missing PyTorch vs a separate model-loading breakage." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs. a PEFT version requirement bump are unrelated." + "reason": "FSDP zero3 queue error is unrelated to a version bump for MIN_PEFT_VERSION." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input bugs, but one is a ValueError and the other is a StopIteration in a different model variant; not clearly the same code-path bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: MobileLLM loading key error vs unexpected _is_hf_initialized argument under init_empty_weights." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs tokenizer behavior inconsistency; unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different CI/load failures with no shared code path: model loading regression vs. list_repo_files not forwarding revision." + "reason": "Tokenizer/model loading regression vs list_repo_files not forwarding revision in CI; different code paths and fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are plausible members of the same Qwen video-input regression family, while the rejections mostly avoid overclaiming shared root causes across different models and subsystems. The choice of issue:44479 as the canonical anchor is reasonable based on its broad v5.3.0 video regression title and its overlap with the accepted neighbors." + "feedback": "The summary is well grounded in the packet: issue 44479 is the clearest anchor from the titles, and the accepted soft edge between 44479 and 45381 is conservative and justified by the shared Qwen video-input/v5.3.0 framing. The remaining rejections are appropriately cautious given the heterogeneous cluster." }, "evaluator_used": true, "retried": false, @@ -6276,8 +6312,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -6297,7 +6333,7 @@ "issue:43531", "issue:43577", "issue:43582", - "issue:43643", + "issue:43720", "issue:43742", "issue:43749", "issue:43756", @@ -6319,7 +6355,6 @@ "issue:45081", "issue:45325", "issue:45357", - "issue:45375", "issue:45381", "issue:45405", "issue:45479", @@ -6332,230 +6367,233 @@ ], "soft_pairs": [ "issue:28282|issue:29127", - "issue:43577|issue:45072", "issue:42915|issue:43749", - "issue:42175|issue:44488", "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43577|issue:45072", "issue:44291|issue:44821", "issue:43493|issue:43994", "issue:43257|issue:43756", - "issue:44737|issue:45588", "issue:34567|issue:36331", - "issue:43582|issue:43782", "issue:43526|issue:45479", "issue:44062|issue:45081", + "issue:43582|issue:43782", "issue:43404|issue:45987", "issue:27957|issue:28282", - "issue:44913|issue:46121", + "issue:44737|issue:45588", "issue:44792|issue:44964", "issue:43906|issue:45381", - "issue:45042|issue:45081", "issue:43756|issue:46399", + "issue:45042|issue:45081", "issue:43756|issue:45325", "issue:43742|issue:44589", "issue:43452|issue:44488", "issue:43531|issue:44821", "issue:45357|issue:45920", "issue:45405|issue:45600", - "issue:43643|issue:45375" + "issue:44913|issue:46121", + "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "cf314d89686c5bc8a1ea099f7c31b90254424e2543c0980464b1abe6df12b91d", + "prepared_review_unit_hash": "0a7789c988cb2e074958d9e710894ce7b158e4cfd843412f96dfa1bf4129b0a6", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36190, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "serialized_chars": 35592, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers bug reports across different models and subsystems. None of the soft pairs look like the same underlying defect, so they should stay split. If one issue must serve as the anchor, issue 43749 is the strongest representative because it has the broadest impact and the most discussion/references.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43749 is the most central and well-connected item in this mixed cluster, with multiple inbound references and substantial discussion.", + "summary": "This cluster is mostly a mix of unrelated issues; only the two SigLIP2 reports look like the same underlying bug. The rest share broad subsystem themes at best, but not the same concrete failure mode.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43493 is the best canonical: it describes the underlying SigLIP2 implementation discrepancy against the original JAX model, while issue:43994 reads like a downstream symptom report on the same model family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best single issue to anchor triage because it describes a cross-cutting loading failure and has the strongest evidence of broader impact.", + "best_issue_reason": "issue:43493 is the strongest representative because it states the root correctness problem more generally and is better suited to anchor the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Different problems: PyTorch import/dependency detection vs a LayoutLMv3 error-message clarity issue." + "reason": "Different problems: missing PyTorch dependency vs a LayoutLMv3 error-message clarity issue." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Both mention dtype, but they affect different models and code paths; not the same concrete bug." + "reason": "Both involve loading/precision paths, but one is Qwen3Moe FP8 config failure and the other is FSDP CPU RAM efficient loading; not the same bug." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "FineGrainedFP8/Qwen3MoE loading failure is unrelated to FSDP CPU RAM efficient loading." + "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver interpolation failure." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend package dependency issue vs a model-loading failure for cjvt/sleng-bert." + "reason": "Unrelated: package backend installation issue vs a specific model load failure." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Separate vision-model bugs: unexpected zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." + "reason": "Both are dtype-related, but they affect different model classes and do not point to one concrete code-path defect." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to AutoImageProcessor URL loading." + "reason": "Different layers of the stack: init_empty_weights argument handling vs loading an AutoImageProcessor from URL." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is HF-vs-JAX parity and the other is bad AutoModel/pipeline outputs; not clearly one fix." + "accept": true, + "reason": "Same model family and same core symptom: SigLIP2 output discrepancy / nonsensical predictions, likely one implementation bug." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different Qwen/Smollm issues: MOE weight conversion under accelerate+deepspeed vs RoPE-layer dropping." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU placement bug is unrelated to flash_attention.py crashing on sink-less models." + "reason": "Different Qwen/SmolLM behaviors: MOE weight conversion with accelerate+deepspeed vs RoPE-layer dropping." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token accounting and CustomTrainer compute_loss signature are different training bugs." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading failure." + "reason": "TrainerState token counting bug is unrelated to CustomTrainer.compute_loss argument handling." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is separate from single-label-classification zero-loss behavior." + "reason": "Image processor label reduction bug is unrelated to sequence-classification loss degeneracy." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken argument collision and Mistral regex patch backend attribute crash are different failures." + "reason": "Tokenizer AddedToken keyword conflict is not the same as the Mistral regex patch AttributeError." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated failures." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head tying issue is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "Different code paths: Mistral3 weight tying vs StaticCache sequence-length return type." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to a PyTorch ImportError on AutoModel." + "reason": "Flash Attention 2 model support issue is unrelated to missing PyTorch dependency detection." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Both involve RoPE/config handling, but one is reload losing rotary_pct and the other is JSON list type handling during validation." + "reason": "XLNet CPU placement bug and flash_attention sink handling crash are distinct implementation issues." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal loading failure are different multimodal issues." + "reason": "Both are multimodal load/test failures, but they involve different models and no shared concrete bug is evident." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Generic reproduction of another issue is unrelated to Qwen2.5-VL video vision_position_ids miscalculation." + "reason": "The reproduction of an older issue is not the same bug as Qwen2.5-VL video position-id calculation." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to tokenizer regex patching." + "reason": "Different Qwen3.5/Qwen3 bugs: RoPE layer dropping vs missing apply_rotary_pos_emb registration decorator." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both touch RoPE/Qwen3.5-adjacent areas, but one is missing RoPE layers and the other is a registration/decorator crash." + "reason": "Image processor torchvision dependency regression is unrelated to the tokenizer regex crash." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen2.5-VL temporal position scaling are different models and different bugs." + "reason": "Both touch RoPE-ish logic, but one is SmolLM3 architecture handling and the other is Qwen2.5-VL temporal position scaling; not the same defect." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM loading key error is unrelated to Float8 storage lookup failure." + "reason": "A keyerror loading MobileLLM and a float8 storage lookup failure are different loading problems." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "GGUF file handling for tokenizer/CausalLM is unrelated to sleng-bert loading failure." + "reason": "gguf_file breakage and sleng-bert loading failure are separate tokenizer/model-loading issues." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from URL." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual encoder save_pretrained bug is unrelated to AutoTokenizer producing wrong token IDs across multiple models." + "reason": "Qwen3.5 save_pretrained key regression is not the same as AutoTokenizer producing wrong token IDs across many models." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Unreleased PEFT version bump is unrelated to removed Sam3LiteText config references breaking CI." + "reason": "PEFT version bump and removed auto_mappings references are different CI/package maintenance problems." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both mention rope parameters, but one is config reload defaulting and the other is JSON-loaded list type handling; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is a different config-loading problem than Qwen3_5MoeVisionConfig strict-field dropping." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-specific bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is mostly conservative and grounded in the packet. The only accepted soft-edge pair, the two SigLIP2 issues, is a reasonable duplicate/canonical match based on shared model family and similar output-discrepancy symptoms. The other pair rejections stay within the evidence and avoid over-merging unrelated failures. One minor note: issue:38175 also looks SigLIP2-adjacent, so the cluster summary could have acknowledged that more explicitly, but this is not severe enough to reject." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6567,8 +6605,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -6586,10 +6624,10 @@ "issue:43295", "issue:43452", "issue:43577", + "issue:43643", "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43749", "issue:43819", "issue:43906", @@ -6607,12 +6645,12 @@ "issue:44811", "issue:44843", "issue:44877", - "issue:44898", "issue:44936", "issue:45005", "issue:45216", "issue:45356", "issue:45372", + "issue:45375", "issue:45381", "issue:45542", "issue:45823", @@ -6622,239 +6660,248 @@ "issue:46202" ], "soft_pairs": [ - "issue:43720|issue:44898", - "issue:44625|issue:44877", - "issue:24643|issue:29127", + "issue:43643|issue:45375", "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:44625|issue:44877", "issue:41762|issue:44936", "issue:44493|issue:46050", "issue:44514|issue:45381", "issue:44466|issue:45005", "issue:30064|issue:33666", "issue:43452|issue:44843", - "issue:28282|issue:32090", "issue:43819|issue:44811", + "issue:28282|issue:32090", "issue:43688|issue:43749", - "issue:43452|issue:43577", - "issue:45372|issue:46170", - "issue:28282|issue:33357", "issue:44936|issue:45823", "issue:43906|issue:46202", + "issue:28282|issue:33357", + "issue:45372|issue:46170", "issue:44361|issue:44442", "issue:43653|issue:44361", "issue:43295|issue:45356", - "issue:44484|issue:44704", "issue:38175|issue:43295", "issue:45542|issue:46178", + "issue:44484|issue:44704", + "issue:43452|issue:43577", "issue:24643|issue:27957", "issue:43653|issue:44568", - "issue:43577|issue:43697", "issue:29159|issue:33357", + "issue:43577|issue:43697", "issue:44464|issue:44743" ], - "prepared_review_unit_hash": "06578af5df1362ab1ec15925683c06397b5855fcc12b5cb1c99a58221cf04572", + "prepared_review_unit_hash": "e1c5b08503b46a92afd67061e58129bf2e71d941581a69758357aadf728909fc", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36663, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly heterogeneous, with a loose cluster around v5/tokenizer/save_pretrained regressions, but none of the soft pairs look like the same concrete bug. No PRs are present.", - "confidence": 0.61, - "canonical_issue_reason": "45005 is the broadest representative issue in the list, centered on a v5 tied-weights regression; the others are either more specific manifestations or unrelated failures.", + "summary": "The set is mostly heterogeneous, with only two clear duplicate-like pairs: one about strict config fields being dropped, and one about tied-weights serialization in v5. The rest look like distinct bugs across unrelated code paths.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44466 is the best single representative because it describes a concrete, reproducible v5 save/serialization defect around tied lm_head weights and is the clearest match to a nearby duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "45005 is the most generally framed and likely to subsume related tied-weights regressions if any duplicate exists.", + "best_issue_reason": "issue:44466 is the strongest standalone issue in the set: specific symptom, clear code path, and a close duplicate candidate (issue:45005).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "Different models and failure modes: BitNet packed-weight loading vs Perceiver interpolation/resolution handling." + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both describe the same config-loading problem where strict/config filtering drops custom fields from the returned config object." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both involve config/loading, but the bugs are different: num_labels propagation vs strict config rejection for granite_speech." + "reason": "Different model bugs: RTDetrV2 output drift vs Qwen3.5 checkpoint saving/serialization." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different problems: DeepSpeed training weight-shape error vs LayoutLMv3 box validation messaging." + "reason": "Unrelated failures: DeepSpeed training weight shape error vs LayoutLMv3 box-validation messaging." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 checkpoint save_pretrained correctness." + "reason": "Both involve configs, but one is num_labels propagation and the other is strict loading of granite_speech; not the same bug." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different paths: Gemma3 ZeRO-3 loading crash vs trainer evaluate-after-train behavior." + "reason": "Different trainer/loading failures with no shared code-path symptom." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected key/position-id serialization issue is not the same as sinq quantized save/load breakage." + "reason": "Different serialization problems affecting different model families and save/load behavior." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one is batched chat template padding and the other is video vision_position_ids." + "reason": "Both are Qwen2.5-VL-related, but one is a processor batching crash and the other is wrong vision_position_ids; not the same defect." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Related theme of tied weights, but not clearly the same concrete bug; one is device-dependent lm_head serialization, the other is broader translation-model tied-weight issues." + "accept": true, + "reason": "Same underlying tied-weights/save_pretrained regression in v5; both report serialization problems with tied lm_head/translation-model weights." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Unrelated: void segmentation map processing vs Qwen2-VL multi-GPU training." + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Different loader failures: gguf_file handling vs unconditional model_info() call in mistral regex patch." + "reason": "Both hit from_pretrained paths, but one is gguf_file loading and the other is offline-mode model_info lookup; distinct bugs." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different errors and layers: missing PyTorch dependency vs Trainer GPU broadcast NoneType failure." + "reason": "Different components and symptoms: DAC latent conversion vs Whisper batch_decode special-token handling." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Different functionality: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." + "reason": "Import-time PyTorch detection error vs Trainer broadcast TypeError; not the same issue." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Distinct bugs: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + "reason": "Auxiliary loss normalization and FSDP RAM-efficient loading are separate problems." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Both concern model loading, but one is gguf/AutoTokenizer and the other is BLIP2 dtype propagation." + "reason": "Trainer lifecycle failure vs Gemma4 device placement mismatch; different code paths." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Different dependency failures: mistral_common ReasoningEffort import vs Windows/ROCm torch.distributed dependency." + "reason": "The second is a Gemma pipeline roundtrip issue; the first is only a reproduction issue referencing another ticket." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Unrelated: PyTorch missing ImportError vs MacOS bus error with CLIP." + "reason": "Environment import error vs MacOS bus error on CLIP; unrelated failures." }, { - "left": "issue:44936", - "right": "issue:45823", - "accept": false, - "reason": "Different runtime contexts and symptoms: trainer lifecycle bug vs Gemma4 PLE device mismatch." - }, - { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both mention Gemma/pipeline behavior, but there is no clear evidence they are the same underlying roundtrip bug." + "reason": "Different dependency/import failures involving different packages and platforms." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures: MLuke task AttributeError vs FastSpeech2ConformerTokenizer loading." + "reason": "Different tokenizer failures for different model families." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer issues: BigBird special-token registration vs MLuke task AttributeError." + "reason": "BigBird special-token registration bug is unrelated to MLukeTokenizer AttributeError." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions involving processor/tokenizer behavior, but the concrete breakages differ." + "reason": "Processor/tokenizer regression vs Kimi tokenizer codec/regression warning; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to processor/tokenizer regression." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-detection issues, but they affect different backend packages and likely different fixes." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Different topics: save_pretrained shard size question vs missing kwargs passed to cached_file." + "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are unrelated." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Unrelated: zero probabilities in SigLIP2 vs processor.tokenizer regression." + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype propagation." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:24643", + "right": "issue:27957", "accept": false, - "reason": "Both concern backend availability, but they are different missing-backend errors with different libraries." + "reason": "DeepSpeed training weight-shape error and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer special-token behavior, but the specific bugs and models differ." + "reason": "Different tokenizer bugs affecting different models and failure modes." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Different issues: BLIP2 dtype staying float32 vs RTDetrV2 output changes." + "reason": "Slow/fast tokenizer inconsistency is unrelated to the CLIP MacOS bus error." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Unrelated: slow/fast tokenizer inconsistency vs MacOS bus error." + "reason": "Blip2 dtype handling and RTDetrV2 output drift are unrelated." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache behavior, but one is compiled forward chunking and the other is Qwen3.5 recurrent-state reset." + "reason": "Both involve generation/cache behavior, but they are different concrete bugs and model-specific failures rather than the same underlying defect." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are conservative enough based on the titles: config field loss on load, and tied-weights serialization in v5. The remaining negatives also stay cautious and are supported by clearly different issue titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6866,8 +6913,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -6927,48 +6974,48 @@ "issue:43646|issue:43749", "issue:43688|issue:45440", "issue:43653|issue:43927", - "issue:43688|issue:45704", "issue:43756|issue:46402", + "issue:43688|issue:45704", "issue:45491|issue:46002", "issue:43550|issue:43927", "issue:43688|issue:45701", "issue:43550|issue:44361", "issue:44479|issue:44625", - "issue:44464|issue:44977", "issue:43643|issue:44561", + "issue:44464|issue:44977", "issue:41720|issue:44464", "issue:32090|issue:34567", + "issue:43504|issue:43720", "issue:44977|issue:46209", "issue:43742|issue:44821", - "issue:43504|issue:43720", - "issue:43577|issue:44554", "issue:33666|issue:36010", - "issue:43577|issue:45588", - "issue:44466|issue:46050", "issue:43504|issue:43550", "issue:32090|issue:33666", "issue:43504|issue:44610", - "issue:43452|issue:44451", + "issue:44466|issue:46050", + "issue:43577|issue:44554", + "issue:43577|issue:45588", "issue:43720|issue:43927", - "issue:44554|issue:46365", "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:44554|issue:46365", "issue:43606|issue:43927", "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "abe7bd906f64f1cebcf2efc5226a862020c0b98e69a1155d4083ef10de364f64", + "prepared_review_unit_hash": "fdec9ce7708407221265bc33ffb78b0f15b669096188d68b4d96ac68279c8169", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37598, + "serialized_chars": 37597, "estimated_input_tokens": 9400, "estimated_eval_tokens": 19056 }, @@ -6977,210 +7024,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer/config loading regressions, multimodal processor crashes, training bugs, and model-specific inference issues. None of the soft pairs looks like the same underlying defect with a single mergeable fix, so there is no safe duplicate canonicalization here.", - "confidence": 0.92, + "summary": "This cluster is highly heterogeneous: the pairs mostly share only broad subsystem keywords (tokenization, loading, MoE, chat templates, etc.) but not the same concrete bug or fix path. I found no soft edge that should be merged as a duplicate.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the broadest and most cross-referenced issue in the set, but it is still only a weak umbrella and not a true duplicate anchor for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they fail for different reasons and code paths." + "reason": "Both concern tokenizer/version behavior, but one is offline Mistral regex patching and the other is a specific tokenizer load failure for a model; different root causes." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different models and symptoms: Qwen3-MoE sliding-window behavior vs MobileLLM key error." + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM key errors are unrelated bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same `apply_chat_template` area, but distinct crash triggers and inputs." + "reason": "Both hit apply_chat_template, but one is batched padding handling and the other is assistant tool-call content handling; not the same bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Custom model initialization regressions and FSDP CPU RAM efficient loading breakage are different code paths and failure modes." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Separate MoE correctness bugs in different architectures and computations." + "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is DeepSeek implementation divergence; not mergeable as one fix." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration bug vs config field persistence bug." + "reason": "BigBirdTokenizer special-token decode behavior and DiaConfig custom token ID persistence are unrelated." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Aux-loss normalization and RMSNorm memory leak are unrelated failures." + "reason": "Smollm3 RoPE-layer loss and Sam3Model text-encoder weight loading are separate model-specific defects." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Different models and load-time behaviors; no shared underlying defect." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to a T5 RMSNorm memory leak." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both involve NaNs, but in different components and with different triggers." + "reason": "GPU NaNs in sliding-window attention and NaNs in classification heads on init are different symptoms with different causes." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig token-ID loss." + "reason": "Bamba torch.compile/SDPA failure and DiaConfig token-ID persistence are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Related broadly to tokenization/model behavior, but not the same bug." + "reason": "MoE auxiliary-loss normalization is not the same as a generic tokenization-version regression." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different model/runtime issues with no common code path." + "reason": "A Bamba SDPA compile issue and an MLukeTokenizer AttributeError are entirely different failures." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation are separate defects." + "reason": "Video-input regression in Qwen VL models and Qwen3.5 num_labels propagation are separate problems." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both affect generation, but compiled-forward inconsistency and flash-attention failure differ." + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a removed helper breaking imports; different fixes." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Both hit `trust_remote_code` users, but they are different v5 breakages." + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation issues are not the same bug." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device-map assert on A800 is unrelated to chunked-generation compilation issues." + "reason": "Auto device mapping cuda asserts and compiled-forward chunked generation inconsistencies are unrelated." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError and token-count tracking are separate training bugs." + "reason": "Trainer GPU broadcast TypeError and TrainerState token-count updates are separate trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are different model-load failures." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation bug vs FP8/B200 inference failure are distinct." + "reason": "Qwen3.5 flash-attention generation and FP8 B200 inference failure are different hardware/path issues." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Model loading key error and AutoImageProcessor URL loading are different problems." + "reason": "MobileLLM loading key errors and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Legacy-field load failure vs BitNet packed-weight handling are unrelated." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import errors do not describe the same bug." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are different issues." + "reason": "Pretrained-load preset handling for Beit and Bamba SDPA compile failures are unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated." + "reason": "Trainer broadcast NoneType errors and Qwen2-VL multi-GPU training are distinct issues." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Dtype-loading bug vs flash_attention aux-state crash are different code paths." + "reason": "Beit legacy-field loading and OmDet-Turbo input-size mismatch are different model-specific regressions." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load, but tied-weight serialization and sinq quantization are different defects." + "reason": "Serialization of tied lm_head weights and quantized sinq save/load breakage are not the same code path." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Semantic-segmentation preset loading and Bamba compile/SDPA failures are unrelated." + "reason": "Blip2 dtype propagation and MPS attention correctness issues are unrelated." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Trainer GPU broadcast error and Qwen2-VL multi-GPU training request are not the same bug." + "reason": "Blip2 dtype loading and flash_attention s_aux=None crashes are different failures." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor size mismatch are separate issues." + "reason": "BitNet accelerate loading and DiaConfig custom token IDs are unrelated." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "GGUF/pretrained loading breakage and ScandiBERT tokenizer/model loading failure are not the same defect." + "reason": "Audio processor sampling-rate defaults and processor.tokenizer regression are separate processor bugs." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "BitNet weight unpacking and DiaConfig token-ID persistence are unrelated." + "reason": "GGUF tokenizer/model loading breakage and inability to load a specific tokenizer model are unrelated." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and Trainer import shadowing are different problems." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate handling and processor.tokenizer regression are separate bugs." + "reason": "MPS attention correctness and Trainer import interference from datasets are completely different." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch in bark-small is unrelated to DiaConfig token-ID loss." + "reason": "CPU-offload device mismatch and DiaConfig token-ID persistence are unrelated." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device mismatch and sinq save/load breakage are different issues." + "reason": "Gemma4 device-mapping mismatch and sinq quantized save/load breakage are different problems." } ] }, @@ -7199,8 +7246,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -7222,6 +7269,7 @@ "issue:43606", "issue:43646", "issue:43688", + "issue:43701", "issue:43720", "issue:43824", "issue:43825", @@ -7247,19 +7295,18 @@ "issue:45520", "issue:45759", "issue:45812", - "issue:45823", "issue:46002", "issue:46192", "issue:46209", "issue:46424" ], "soft_pairs": [ - "issue:43994|issue:46192", "issue:33666|issue:36331", - "issue:43525|issue:43572", + "issue:43994|issue:46192", "issue:44849|issue:46209", - "issue:43278|issue:43688", + "issue:43525|issue:43572", "issue:43720|issue:44361", + "issue:43278|issue:43688", "issue:43493|issue:43825", "issue:44625|issue:46002", "issue:28218|issue:33357", @@ -7267,245 +7314,239 @@ "issue:44964|issue:45405", "issue:44849|issue:45357", "issue:44568|issue:45812", - "issue:43493|issue:43844", - "issue:39692|issue:43295", "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43493|issue:43844", "issue:45200|issue:45229", - "issue:43540|issue:44977", "issue:43278|issue:43844", + "issue:43540|issue:44977", "issue:43646|issue:44466", "issue:44464|issue:46424", - "issue:43334|issue:43572", "issue:33357|issue:33666", "issue:44589|issue:45520", - "issue:43257|issue:43299", - "issue:43334|issue:45759", + "issue:43334|issue:43572", "issue:43824|issue:44589", + "issue:43257|issue:43299", "issue:43927|issue:44361", + "issue:43334|issue:45759", "issue:43504|issue:43606", "issue:43572|issue:44291", - "issue:45229|issue:45823" + "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "f0f03347cf8c4bbd0b278d1da4f5ce59c1410e47420af8a8bc3dbb5133d681d2", + "prepared_review_unit_hash": "68a495affd6640a4d7819fc86a22dc4049a1da8936e9ddc6e2643d4be7771287", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37116, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "serialized_chars": 37086, + "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: the items span many unrelated model, tokenizer, config, and loading regressions. None of the soft pairs looks like a safe duplicate merge, though a few share broad themes (for example, v5 config regressions or Qwen/SigLIP2 family issues).", - "confidence": 0.77, + "summary": "The items are loosely thematically related around Transformers regressions, but none of the soft pairs look like true duplicates of the same concrete bug/change. No PRs are present.", + "confidence": 0.72, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the broadest single regression here: it describes a silent tokenizer corruption affecting all Granite models and has clear user impact, so it is the strongest representative issue if one must be chosen.", + "best_issue_reason": "issue:43646 is the broadest and most representative regression-style issue in the set, but it should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43994", - "right": "issue:46192", - "accept": false, - "reason": "Different bugs: SigLIP2 wrong outputs versus a tokenizer kwargs/return_tensors handling issue." - }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different areas and failures: Qwen2-VL multi-GPU training versus CustomTrainer.compute_loss signature mismatch." + "reason": "Different failures: multi-GPU Qwen2-VL training versus a Trainer.compute_loss signature error." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Both are v5 padding-token config regressions, but they affect different models and different missing fields; not the same concrete bug." + "reason": "Different bugs: SigLIP2 incorrect outputs versus return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Unrelated issues: Qwen3.5 hidden-state behavior versus FP8 inference failure on B200." + "reason": "Different model/runtime problems: Qwen3.5 flash-attention generation bug versus FP8 inference failure on B200." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different failure modes: dtype drift in evaluation versus auxiliary-loss normalization." + "reason": "Both are pad-token regressions, but on different configs/models and with different missing fields; not the same bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different subsystems: accelerate loading of packed BitNet weights versus tokenizer/task AttributeError." + "reason": "Unrelated: BitNet packed-weight loading versus MLukeTokenizer attribute/task failure." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different issues: dtype drift between train/eval versus auxiliary-loss normalization." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Both mention model/pipeline behavior, but SigLIP2 implementation mismatch and pipeline translation messaging are unrelated." + "reason": "SigLIP2 implementation discrepancy and an offline-mode error message regression are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Different bugs: missing num_labels propagation versus NaNs in classification heads after checkout/init." + "reason": "Different failures: num_labels propagation versus NaNs in classification heads." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug versus a MacOS bus error when loading a CLIP model; no shared underlying code path is evident." + "reason": "Tokenizer spacing behavior and a MacOS bus error on a CLIP model are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is documentation/example errors while the other is an implementation-vs-JAX discrepancy." + "reason": "Both involve SigLIP2, but one is a docs/example problem and the other is an implementation mismatch; not the same underlying bug." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Different topics: Phi-4 multimodal loading versus an unreleased PEFT version bump." + "reason": "Model-loading regression versus an unreleased dependency version bump; no shared bug." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 regressions: hidden states output versus incorrect save_pretrained visual encoder keys." + "reason": "Different Qwen3.5 issues: hidden-states behavior versus incorrect save_pretrained visual encoder keys." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Tokenizer special-token insertion bug versus Granite token-id regression; same broad area, but not the same concrete issue." + "reason": "Related tokenizer regressions, but different models and symptoms; one is add_special_tokens handling, the other wrong Granite token IDs." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Different bugs: SigLIP2 discrepancy versus gradient blow-up with HfDeepSpeedConfig + ZeRO-3." + "reason": "Different problems: model load failure versus an offline-mode hub call in tokenizer regex patching." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Different issue types: SigLIP2 doc-example problems versus processor/tokenizer regression in v4.57.5." + "reason": "Both touch multimodal examples, but one is a docs-example mismatch and the other is a processor/tokenizer API regression." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Both concern loading/tokenizer behavior, but one is a specific model load failure and the other is an offline-mode regression in _patch_mistral_regex." + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are unrelated bugs." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Different Gemma4 problems: missing mm_token_type_ids default versus multi-GPU CUDA OOM." + "reason": "Text-only fine-tuning default issue versus a multi-GPU inference OOM; different problems." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Different Qwen variants and different bugs: video-input ValueError versus flash-attention generation issue." + "reason": "Embedding dtype changes and abnormal gradient growth are unrelated." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Different regressions: embedding dtype drift versus gradient instability under ZeRO-3." + "reason": "Different Qwen3 family bugs: video-input processing versus flash-attention generation behavior." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5-related, but one is custom model initialization and the other is serialization of tied weights; not the same code-path bug." + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different code-paths." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Different topics: compiled-forward chunked generation versus cache-length handling for quantized cache." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Both are missing config attributes after v5-style changes, but they concern different models and different fields." + "reason": "Chunked generation with compiled forward and cache-length handling are different issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely unrelated: MacOS bus error on CLIP versus Qwen2-VL training." + "reason": "A MacOS bus error and multi-GPU training are unrelated." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different runtime failures: missing Float8 storage type versus flash_attn import_utils KeyError on Python 3.13." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Both are Qwen MoE loading issues, but one is accelerate+deepspeed conversion and the other is generic Qwen3VL loading; not a single duplicate bug." + "reason": "Different runtime/type errors: FP8 storage lookup versus flash_attn import key error on Python 3.13." }, { "left": "issue:43334", - "right": "issue:45759", + "right": "issue:43572", "accept": false, - "reason": "Different config/model-init regressions: missing pad_token_id versus AutoModelForCausalLM not unwrapping text_config." + "reason": "Similar missing-pad-token symptoms, but different model families and config fields; not the same bug." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Unrelated: import failure for a Qwen2.5 VL class versus a float8 storage lookup error." + "reason": "ImportError for Qwen2_5_VL is unrelated to the FP8 storage TypeError." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE loading, but the model families and failure modes differ enough that they are not the same concrete issue." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different model components and symptoms: DiaConfig save/load corruption versus MLukeTokenizer AttributeError." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task errors are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different multimodal-config bugs: missing pad_token_id versus not unwrapping text_config in from_config." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different bugs: legacy-field loading failure versus CPU-offload device mismatch." + "reason": "Legacy-field model loading and CPU-offload device mismatch are unrelated." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are initialization/config regressions, but one is missing pad_token_idx and the other is an unexpected _is_hf_initialized argument; separate fixes." - }, - { - "left": "issue:44589", - "right": "issue:45520", - "accept": false, - "reason": "Different compatibility problems in different modules; no shared underlying bug is apparent." + "reason": "Missing pad_token_idx and unexpected _is_hf_initialized during init_empty_weights are different issues." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Both involve Gemma4 inference, but one is OOM in multi-GPU inference and the other is a PLE device mismatch during forward." + "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatch are unrelated." } ] }, @@ -7524,8 +7565,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -7539,7 +7580,6 @@ "issue:38175", "issue:42490", "issue:43065", - "issue:43278", "issue:43504", "issue:43540", "issue:43575", @@ -7547,7 +7587,6 @@ "issue:43606", "issue:43653", "issue:43696", - "issue:43701", "issue:43844", "issue:43873", "issue:43994", @@ -7565,6 +7604,7 @@ "issue:45084", "issue:45198", "issue:45200", + "issue:45229", "issue:45290", "issue:45405", "issue:45406", @@ -7579,24 +7619,24 @@ "issue:46369" ], "soft_pairs": [ - "issue:43278|issue:43701", + "issue:45229|issue:45823", "issue:43575|issue:45405", "issue:44792|issue:45405", "issue:44493|issue:46285", "issue:43504|issue:43653", - "issue:44464|issue:45584", "issue:43606|issue:44112", + "issue:44464|issue:45584", "issue:43994|issue:44493", "issue:43873|issue:46050", "issue:45588|issue:46050", "issue:43065|issue:46369", "issue:44423|issue:44734", "issue:29942|issue:30333", - "issue:42490|issue:43696", - "issue:28218|issue:34567", "issue:43844|issue:44964", - "issue:45406|issue:46121", + "issue:28218|issue:34567", + "issue:42490|issue:43696", "issue:29159|issue:32090", + "issue:45406|issue:46121", "issue:45084|issue:45520", "issue:44554|issue:45446", "issue:15354|issue:38175", @@ -7606,190 +7646,190 @@ "issue:45200|issue:45823", "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "c50cc905705dafa473a8007346fa398868ac8aa9bee0e2dd0d8077408ecea836", + "prepared_review_unit_hash": "cee8bb8d0b998f0680caef8bfff88a3a2e60cb3665dc5da8a8d88595af7f6f96", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35505, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "serialized_chars": 34943, + "estimated_input_tokens": 8736, + "estimated_eval_tokens": 17728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; none of the soft pairs look like true duplicates under a strict same-bug standard. The most representative issue is the multimodal chat-template bug (#44521), but it is not a duplicate of the other candidates.", - "confidence": 0.93, - "canonical_issue_reason": "#44521 is the broadest, most actively discussed issue here and has the clearest ongoing user impact (multimodal `apply_chat_template` behavior). It is the best representative issue for this otherwise mixed cluster.", + "summary": "The cluster is highly heterogeneous; the soft pairs are mostly broad-similarity matches, not true duplicates. I would not merge any of the suggested edges. If forced to anchor the cluster, the strongest issue candidate is the multimodal chat-template bug (#44521) because it is open, well-discussed, and has the most external references among the items.", + "confidence": 0.9, + "canonical_issue_reason": "#44521 is the clearest, most central issue in the set: it is open, has multiple inbound references, and describes a concrete, reusable bug in a shared code path (`apply_chat_template`) rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the strongest cluster head candidate because it is open, has multiple inbound references, and concerns a concrete, user-facing multimodal template failure rather than a niche or one-off regression.", + "best_issue_reason": "#44521 is the best overall representative because it is broad enough to matter across models, has strong discussion/references, and its failure mode is specific and actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Different problems: dtype drift in evaluation vs a checkpoint-resume key mismatch." + "reason": "Both are Gemma4-related, but one is a multi-GPU OOM and the other is a device-mismatch forward bug; different failure modes and likely different fixes." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version bump / release-availability issue." + "reason": "Completely unrelated: an OOM while loading Qwen2 with tensor parallelism vs a PEFT version-check bump." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus test is not the same bug as the PEFT minimum-version mismatch." + "reason": "Janus image-generation test failure and a dependency-version issue are unrelated." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys across many models is not the same as CLIP text-model structure inconsistency." + "reason": "Position-id key warnings and CLIP text-model structural drift are different bugs with no shared code-path evidence." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field loading bug in BEiT segmentation is unrelated to BigBird tokenizer special-token registration." + "reason": "A legacy-field load failure in BEiT segmentation and a tokenizer special-token registration bug are unrelated." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Compiled-forward chunked generation mismatch is a different code path from empty-transcription failure after `align_special_tokens`." + "reason": "Both mention device behavior, but one is a CPU offload mismatch in Bark and the other is a stale GraniteSpeech CI test; not the same bug." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "CPU offload device mismatch in Bark is not the same as a stale CI test in GraniteSpeech." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling are different generation paths and failure causes." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Nonsensical SigLIP outputs are unrelated to unexpected position-id keys." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-loading/inference issue, not the position-id key warning described here." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior is different from broken save/load of a sinq-quantized model." + "reason": "Both involve quantization/offloading, but one is an offloading behavior bug and the other is save/load corruption for sinq-quantized models." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless-model crash is not the same as quantized model persistence failure." + "reason": "Flash-attention crash on `s_aux=None` and sinq save/load breakage are distinct problems in different subsystems." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is different from a Sam3 LiteText memory overflow." + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a memory overflow when calling sam3-litetext." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both involve serve, but one is a multimodal `.to` crash and the other is KV-cache indexing; different bugs." + "reason": "Both are serve-related crashes, but one is multimodal continuous-batching with a `.to` error and the other is KV-cache continuation tensor indexing; different code paths." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after failed training jobs." + "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Path-with-slash import warning is unrelated to GPU OOM for GPT-oss-20b." + "reason": "ZeRO-3 gradient growth in training and a model-load failure for Phi-4 multimodal are not the same underlying bug." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior is not the same as trainer input-token accounting." + "reason": "Tokenizer spacing after added tokens and TrainerState token-count updates are separate concerns." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different issues." + "reason": "Local-path import warnings have nothing to do with a GPT-oss OOM." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` is unrelated to rope-parameter list type handling." + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the `_gpu_broadcast_one` NoneType error in Trainer." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is not the same as a trainer broadcast TypeError." + "reason": "Gemma4 serve crash due to missing `_tokenizer` and a rope-validation type error are different bugs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation failure is unrelated to a Python 3.13 flash_attn import KeyError." + "reason": "Template-node compilation errors and a Python 3.13 `flash_attn` import mapping issue are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness when head dims differ is not the same as a PyTorch version check bug in flex attention import." + "reason": "These both touch attention/flex_attention, but one is an MPS correctness issue and the other is a PyTorch version-check bug for an import; not the same fix." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export support for GeneratorExp is unrelated to SigLIP zero-probability outputs." + "reason": "TorchScript `GeneratorExp` export failure and SigLIP2 zero-probabilities are unrelated." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues do not share the same code path." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to Gemma4 token-type defaults for text-only fine-tuning." + "reason": "Qwen3Omni video-processing ValueError and Gemma4 text-only mm_token_type_ids defaults are different multimodal bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing default `mm_token_type_ids` for text-only fine-tuning is not the same as a PLE device mismatch during forward." + "reason": "One is about defaulting `mm_token_type_ids` to zeros; the other is a device mismatch in Gemma4 PLE forward. Different issues." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages without content; not the same bug." + "reason": "Both are `apply_chat_template` bugs, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; they are not clearly the same underlying defect." } ] }, @@ -7808,8 +7848,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -7818,10 +7858,10 @@ "issue:37428", "issue:38175", "issue:39692", - "issue:41720", "issue:42490", "issue:42915", "issue:43232", + "issue:43278", "issue:43295", "issue:43334", "issue:43388", @@ -7835,6 +7875,7 @@ "issue:43701", "issue:43824", "issue:43844", + "issue:43856", "issue:43873", "issue:43950", "issue:43957", @@ -7870,237 +7911,237 @@ "issue:43295|issue:43450", "issue:45381|issue:46209", "issue:43295|issue:44610", - "issue:43572|issue:44987", "issue:43295|issue:43873", + "issue:43572|issue:44987", "issue:39692|issue:46192", "issue:44554|issue:45356", "issue:43572|issue:43957", - "issue:37428|issue:43824", "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:43550|issue:43844", "issue:44466|issue:45127", "issue:43950|issue:46285", "issue:44898|issue:45412", - "issue:43550|issue:43844", "issue:43450|issue:43575", "issue:45200|issue:45325", "issue:43334|issue:43525", "issue:42490|issue:43493", "issue:42915|issue:43824", "issue:43824|issue:43975", - "issue:43388|issue:43526", "issue:44792|issue:45563", + "issue:43388|issue:43526", "issue:38175|issue:43493", "issue:28218|issue:35141", - "issue:41720|issue:46209" + "issue:43278|issue:43856" ], - "prepared_review_unit_hash": "814514b7bc1976e7083f8c4dd54813b4935ce5fc6863026158b00d255fe58c3b", + "prepared_review_unit_hash": "a034a90a7c3ea0261fbe66343936dc3902d84889f8519f9157f8563f0113513b", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36462, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely a false-positive similarity group: most items are unrelated regressions, import errors, tokenizer/processor bugs, or model-specific failures. I did not find any soft pair that clearly represents the same underlying issue, so no duplicate merge is warranted.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43295 is the closest thing to a representative bug report here because it is a concrete, well-scoped regression with decent detail/activity, but the overall set is too heterogeneous for a true canonical duplicate.", + "summary": "This cluster is mostly heterogeneous: the soft links connect unrelated tokenizer, config, generation, vision, and training issues rather than true duplicates. I rejected all soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43295 is the broadest, highest-activity regression in the set, so it is the best representative of the cluster, though the items are not actually duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the most representative high-signal issue in the list, but it should be treated only as a loose exemplar rather than an umbrella for the cluster.", + "best_issue_reason": "Issue 43295 is the strongest representative by discussion/activity and generality, but only as a stand-in for triage; the cluster itself is not a coherent duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Different failures: a missing internal flash-attention symbol import versus a meta-device model loading regression." + "reason": "Different failure modes: flash-attn import error vs meta-device loading issues." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation/discrepancy bug and checkpoint resume key mismatch are unrelated code paths." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume-from-checkpoint key mismatches." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/batched padding crash is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer crash on NER/padding is unrelated to return_tensors being ignored in text_kwargs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation state update after sync_gpus is unrelated to the Qwen3.5 output_hidden_states regression." + "reason": "Generation kwargs sync_gpus bug is unrelated to Qwen3.5 hidden-state output bugs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device_map=\"auto\" device mismatch is a different bug from text processor kwargs handling." + "reason": "Device-map/PLE placement issue is unrelated to return_tensors handling." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression with images is not the same as batched video shape handling." + "reason": "Processor/tokenizer API regression is unrelated to batched video processor output shapes." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position_ids bug and FP8 inference failure on B200 are distinct model/hardware issues." + "reason": "Qwen2.5-VL position-id scaling bug is unrelated to FP8 inference failures on B200." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "These affect different multimodal paths: custom processor/tokenizer regression versus OmDet-Turbo processor input size mismatch." + "reason": "Custom processor/tokenizer regression is unrelated to OmDet-Turbo image-size mismatch." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast." + "reason": "Tokenizer/processor regression is unrelated to quantization offloading behavior." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Processor/tokenizer regression and offloading/quantization behavior are different underlying problems." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation example/model-processor mismatch is not the same as return_tensors precedence being ignored." + "reason": "Documentation/example errors for SigLIP2 are unrelated to return_tensors being ignored." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness on mismatched head dims is unrelated to Kimi-K2.5 tokenizer codec/regex regression." + "reason": "MPS attention correctness and Kimi tokenizer codec/warning regressions are different code paths." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Both mention loading-related breakage, but one is a config field regression and the other is a meta-device model-loading bug." + "reason": "StableLm config missing field is unrelated to meta-device loading failures." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import handling on Python 3.13 is unrelated to BACKENDS_MAPPING tensorflow_text validation." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols/classes and different models." + "reason": "Different import errors: flash-support helper vs Qwen2.5-VL class export." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "flash_attn backend import handling on Python 3.13 is unrelated to the tensorflow_text BACKENDS_MAPPING error." + "reason": "torch.compile/SDPA failure is unrelated to gradient growth under ZeRO-3." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization inconsistency and LoRA merge collapse after vocab extension are different symptoms and fixes." + "reason": "Tied-weight serialization inconsistency is not the same bug as LoRA merge collapse with extended vocab." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to the CLIPTextModel structural change." + "reason": "Non-persistent buffer corruption is unrelated to CLIPTextModel structure differences." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model/runtime issues." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "torch.compile+SDPA failure and DeepSpeed ZeRO-3 gradient inflation are different training/runtime bugs." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug is unrelated to tensor-parallel OOM during Qwen2-57B-A14B-Instruct loading." + "reason": "Batched video shape bug is unrelated to tensor-parallel OOM on Qwen2-57B." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL still-image rope scaling are distinct multimodal bookkeeping issues." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and Qwen2.5-VL rope indexing are different issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "They share a missing pad_token_id symptom, but the affected model/config paths are different enough that this is not clearly one duplicate bug." + "reason": "Both mention missing pad_token_id, but they affect different model configs and code paths." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local path import warning and SigLIP2 JAX-vs-HF discrepancy are unrelated." + "reason": "Trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as the Qwen2.5-VL import error." + "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5-VL import errors." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen2.5-VL import failure and DeepSeek tokenizer detokenization regression do not share the same underlying bug." + "reason": "ImportError for a class export is unrelated to deepseek tokenization regressions." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "gather_for_metrics label dropping and BeitImageProcessorFast reduce_labels truncation are different label-handling bugs." + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the stale num_return_sequences warning." + "reason": "Metric label gathering and Beit image-processor label reduction are different bugs." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is a specific zero-probability symptom and the other is a broader implementation discrepancy; not clearly the same fix." + "reason": "Unexpected zero probabilities and HF-vs-JAX SigLIP2 discrepancy are related by model family but not the same concrete bug." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing with tie_word_embedding=False." + "reason": "Tokenizer added-space behavior is unrelated to embedding reinitialization after resizing." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "cudaErrorAssert on A800 with auto device mapping is a different problem from FP8 inference failure on B200." + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory usage." } ] }, @@ -8119,8 +8160,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -8128,8 +8169,8 @@ "issue:32090", "issue:37428", "issue:38175", + "issue:41720", "issue:43262", - "issue:43278", "issue:43335", "issue:43425", "issue:43450", @@ -8140,8 +8181,8 @@ "issue:43653", "issue:43819", "issue:43827", - "issue:43856", "issue:43901", + "issue:43975", "issue:44112", "issue:44206", "issue:44351", @@ -8152,7 +8193,6 @@ "issue:44561", "issue:44610", "issue:44743", - "issue:44855", "issue:44857", "issue:45083", "issue:45127", @@ -8168,19 +8208,21 @@ "issue:45759", "issue:46170", "issue:46192", + "issue:46209", "issue:46234", "issue:46285", "issue:46326", "issue:46402" ], "soft_pairs": [ - "issue:43278|issue:43856", - "issue:43526|issue:46192", + "issue:41720|issue:46209", "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:43975|issue:45520", "issue:44442|issue:45198", "issue:43262|issue:43450", - "issue:38175|issue:45412", "issue:45290|issue:46326", + "issue:38175|issue:45412", "issue:45520|issue:46170", "issue:44610|issue:44857", "issue:45759|issue:46285", @@ -8197,215 +8239,201 @@ "issue:43606|issue:45083", "issue:29942|issue:32090", "issue:44448|issue:44743", - "issue:45200|issue:45588", "issue:43335|issue:43653", + "issue:45200|issue:45588", "issue:45127|issue:45245", - "issue:37428|issue:44351", - "issue:44855|issue:45083", - "issue:43550|issue:44112" + "issue:37428|issue:44351" ], - "prepared_review_unit_hash": "daad55b14c05b72b690c9abb60a170c859b483ef4fabd1f06bbad275023545bf", + "prepared_review_unit_hash": "b8c63ac687654dcd95c0458715f6d81c19ae582db2ef10a8a85a9aaedfaa765d", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36632, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "soft_pair_count": 28, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of distinct bugs and docs issues, not a true duplicate set. All soft pairs look superficially related by subsystem or API name, but they point to different code paths, models, or failure modes.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits: the items span unrelated bugs across import utils, chat templates, processors, model loading, training, and CI, so there is no real duplicate cluster to collapse.", + "summary": "This cluster is heterogeneous: the items are mostly unrelated Transformers bugs, regressions, and docs/import issues that only share broad subsystem vocabulary. None of the soft pairs look like the same underlying defect or change, so they should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical representative; the cluster spans many unrelated bugs across different models, processors, import paths, and environments.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: any one item would be an arbitrary representative rather than a true canonical duplicate target.", + "best_issue_reason": "No global best issue stands out because there is no single shared root cause across the items; any choice would overfit one narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different failures on different hardware/models: Qwen3 auto device mapping cuda assert vs FP8 inference on B200." + }, + { + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Different bugs: dtype drift in evaluation vs Qwen3 MoE memory usage." + "reason": "Tokenizer special-token decode bug vs GraniteSpeech CI stale device override test; unrelated code paths." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Different processor behaviors: label reduction vs return_tensors handling with text_kwargs." + "reason": "BeitImageProcessorFast label reduction bug vs ignored return_tensors with text_kwargs; different processor behavior." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer special-token registration vs a GraniteSpeech CI device-override test failure." + "reason": "DeepSeek detokenization regression vs flash_attn import KeyError on Python 3.13; unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both touch speech tokenization, but they describe different failures in different model classes." + "reason": "Both involve tokenizers/ASR, but the reported failures and model paths are different." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Different modalities and paths: audio chat-template sampling rate vs batched video output shape." + "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug; different modalities and symptoms." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Unrelated issues: zero probabilities in SigLIP2 vs RT-DETR memory not released." + "reason": "Both are chat-template issues, but one is tool-call handling and the other is continue_final_message for mistral_common." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Both involve chat templates, but one is a tokenize=True crash with tool calls and the other is continue_final_message on mistral_common tokenizers." + "reason": "SigLIP2 zero probabilities vs RT-DETR memory release; unrelated model/runtime problems." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different import/platform problems: flash_attn key lookup on Python 3.13 vs Windows ROCm/torch.distributed dependency failure." + "reason": "Both are import/platform issues, but they fail for different missing dependencies and environments." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different vision bugs: wrong processor resize output vs float16 AMP crash in a loss function." + "reason": "OmDet-Turbo input size mismatch vs LwDetrImageLoss AMP/CUDA crash; different code paths." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model-loading regressions: unwrapping text_config vs CLIP text-model structure mismatch." + "reason": "Both concern model/config structure, but the affected architectures and breakage are different." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are multimodal chat-template bugs, but one is a batched padding=False crash and the other is all-zero assistant masks; not the same defect." + "reason": "Similar chat-template surface area, but one is a padding=False crash and the other is all-zero assistant masks." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing utilities in import_utils; they are not the same removed symbol or code path." + "reason": "Different missing import_utils symbols affecting different optional features/models." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues around pipeline API changes, but they affect different docs and different deprecations." + "reason": "Both are docs issues, but for different pipeline APIs and mismatches." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech CI stale device override test." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Different audio bugs: unsupported center arg vs empty-transcription generation after align_special_tokens." + "reason": "DAC latent reconstruction bug vs GraniteSpeech CI device override test; unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different model-specific helpers and failure modes; no shared underlying bug." + "reason": "DAC forward/latents mismatch vs qwen3_omni_moe helper behavior; different models and logic." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both are training-related vision issues, but one is an AMP/CUDA crash and the other is missing auxiliary losses." + "reason": "Both are detection-loss related, but one is a CUDA/AMP crash and the other is missing auxiliary losses." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Unrelated: SwitchTransformers config creates the wrong layer structure; Bamba fails under torch.compile with SDPA." + "reason": "SwitchTransformers config bug vs Bamba torch.compile/SDPA failure; unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "One is a missing flash-attention import symbol; the other is a broad Torch 2.10 compatibility issue." + "reason": "Flash-attention helper import error vs Torch 2.10 incompatibility; too broad and different." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Both are loading regressions, but they concern different mechanisms and models." + "reason": "Generic base_model_prefix loading regression vs Sam3Model text encoder weights not loaded; different loading bugs." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Device-mismatch on CPU offload is unrelated to qwen3_omni_moe feature-length calculations." + "reason": "CPU offload device mismatch in Bark vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate problems." + "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error; different failure modes." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "A v4/v5 output regression in Pegasus is unrelated to recurrent-state reset logic in qwen3_5." + "reason": "Pegasus v4/v5 output drift vs Qwen3_5 recurrent-state reset bug; not the same bug." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Different default/None-handling bugs in separate multimodal and flash-attention code paths." + "reason": "Different tokenizer/config issues: sparse layer creation vs mask-token special-token registration." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Sparse-layer creation and BigBird tokenizer special-token registration are unrelated." + "reason": "Gemma 4 multimodal token type IDs vs flash_attention sink-less crash; unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tied-embeddings collapse and category-count overflow are unrelated failures." + "reason": "LoRA/extended-vocab collapse vs category-count runtime limit; different domains." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing names and different modules." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe output-length helper behavior." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "Different areas entirely: torch.compile/SDPA model bug vs GraniteSpeech CI test flake." + "reason": "Both are import errors, but they involve different missing symbols and code paths." } ] }, @@ -8424,14 +8452,13 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ "issue:28218", "issue:29127", - "issue:29942", "issue:32090", "issue:33357", "issue:34689", @@ -8459,6 +8486,7 @@ "issue:44493", "issue:44561", "issue:44779", + "issue:44855", "issue:44857", "issue:44977", "issue:45072", @@ -8479,19 +8507,21 @@ "issue:46234" ], "soft_pairs": [ + "issue:44855|issue:45083", + "issue:43550|issue:44112", "issue:43819|issue:44493", - "issue:44206|issue:45823", "issue:43335|issue:43504", + "issue:44206|issue:45823", "issue:43278|issue:43825", "issue:29127|issue:32090", - "issue:45588|issue:45859", "issue:45290|issue:45381", "issue:39692|issue:43526", - "issue:45310|issue:45478", + "issue:45588|issue:45859", "issue:43335|issue:45083", - "issue:39692|issue:44493", "issue:43720|issue:44112", "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:45310|issue:45478", "issue:45459|issue:46234", "issue:43335|issue:44112", "issue:43335|issue:45593", @@ -8502,242 +8532,240 @@ "issue:38175|issue:44493", "issue:44857|issue:45072", "issue:45920|issue:46192", - "issue:44448|issue:44977", "issue:28218|issue:32090", + "issue:44448|issue:44977", "issue:40444|issue:43526", - "issue:44977|issue:45229", "issue:43701|issue:45083", + "issue:44977|issue:45229", "issue:43746|issue:46209", - "issue:32090|issue:33357", - "issue:29942|issue:35141", - "issue:43550|issue:45083" + "issue:32090|issue:33357" ], - "prepared_review_unit_hash": "9c4814659d41d6967dc3b91c56261becada391f2adbd752a64ea2600be81be40", + "prepared_review_unit_hash": "3c0878399c52d59aa4b7a15e8248bc00fb14847a2122ac0d98314cee65310d6b", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37329, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous and does not form a coherent duplicate cluster. Only one soft pair looks like an exact duplicate: the two Qwen3.5 MoE from_pretrained regression reports.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is an exact duplicate of 45478 and the earlier report of the same Qwen3.5 MoE from_pretrained failure.", + "summary": "Only one soft edge looks like a true duplicate: the two Qwen3.5-Moe from_pretrained regression reports. The rest are different bugs touching unrelated code paths, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the better canonical for the duplicated Qwen3.5-Moe from_pretrained regression: it is the earlier report and has the clearer core failure description, while issue:45478 is the same problem reposted later.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest representative for the only true duplicate pair in this set; the rest of the issues are unrelated and do not support a broader canonical cluster.", + "best_issue_reason": "issue:45920 is the strongest global issue candidate: it reports a broad, high-impact tokenizer regression affecting multiple model families and is still open, making it the most suitable representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different bugs: DAC.from_latents/STE mismatch vs position-id key warnings." + "reason": "Different subsystems and failures: import/indentation parsing vs feature-length helper behavior." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated problems: torch.compile SDPA failure vs GraniteSpeech CI device-override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Both are device/dtype issues, but they affect different models and code paths." + "reason": "Different bugs: DAC latent-path mismatch vs position-id unexpected-key loading issue." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Both involve Beit, but one is sparse-layer config creation and the other is legacy preset loading." + "reason": "Different models and code paths: SwitchTransformers config bug vs BEiT pretrained preset legacy-field load bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: unsupported feature-extractor arg vs Gemma4 device-map mismatch." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the pipeline translation error message." + "reason": "Different concerns: dtype drift in evaluation vs an error-message/v5 pipeline warning issue." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Unrelated problems: LayoutLMv3 error clarity vs Trainer _gpu_broadcast_one NoneType handling." - }, - { - "left": "issue:45588", - "right": "issue:45859", - "accept": false, - "reason": "Both mention offload/flash-attention, but the failing code paths and symptoms differ." + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template crash with tool calls is unrelated to Qwen2.5-VL vision_position_ids." + "reason": "Chat-template/tool-call crash and qwen2.5-vl video position-id bug are different code paths." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors vs BeitImageProcessorFast reduce_labels behavior are different issues." + "reason": "Documentation example mistakes are not the same as BeitImageProcessorFast label-reduction logic." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same bug report: identical Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0." + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention s_aux=None crash and CPU-offload rotary-embedding incompatibility are distinct." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 docs example issues are unrelated to generic position-id key warnings." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet accelerate-loading failure and GraniteSpeech CI device-override flake are unrelated." + "reason": "Packed-weights loading bug and GraniteSpeech stale-test failure are not the same issue." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different regressions: Pegasus output changes vs Deepseek tokenizer correctness." + "reason": "Both are v5 regressions, but one is model output drift and the other is tokenizer correctness; root causes differ." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues do not match the position-id loading regression." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5-Moe from_pretrained failure on transformers>=5.4.0; clearly duplicate reports." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking via protobuf import is unrelated to a missing import-utils symbol." + "reason": "Tokenizer protobuf error masking and missing import_utils symbol are unrelated issues." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to GraniteSpeech CI flakiness." + "reason": "Same as above: config bug vs CI test failure, no shared bug path." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different model components and symptoms; not the same underlying defect." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both are loading/initialization issues, but they concern different models and causes." + "reason": "Different models and defects: Llama 3.2 load breakage vs embedding reinitialization after resize." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch is unrelated to LwDetrImageLoss AMP crashes." + "reason": "CPU-offload device mismatch and float16 AMP crash are different failure modes." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path warning and GLM-4.7 model-load test failure are not the same bug." + "reason": "Local-path trailing-slash warning is unrelated to GLM-4.7-Flash unit-test loading failure." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to removal of is_torch_fx_available." + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available are unrelated." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as position-id key warnings." + "reason": "SigLIP2 zero-probability behavior is not the same as the position-id key regression." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different failure modes: AMP crash vs bfloat16 dtype mismatch in inference." + "reason": "Different model families and problems: AMP/CUDA loss crash vs bfloat16 dtype mismatch." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs regression is unrelated to return_tensors being ignored with text_kwargs." + "reason": "Broad tokenizer ID regression vs return_tensors argument handling are different API bugs." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error have no shared code path." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to Trainer GPU broadcast NoneType errors." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Flash-attention generation issue and multi-GPU CUDA OOM are different failure classes." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated issues." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference on B200." + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are different problems." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP are unrelated." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization in post_init." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." + "reason": "Trainer GPU broadcast NoneType error and CLIP MacOS bus error are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall: the exact duplicate pair 45310/45478 is clearly supported by the packet (same title and same Qwen3.5 MoE from_pretrained regression), and the summary does not over-claim a broader cluster. The false soft-edge verdicts are phrased cautiously as different bugs/code paths, which fits the available evidence." + "feedback": "The analyst output is grounded in the packet. The canonical duplicate pair 45310/45478 is clearly the same reported bug, and the remaining soft-edge rejections stay conservative given the titles and issue descriptions. The summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -8753,8 +8781,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -8762,29 +8790,28 @@ "issue:15354", "issue:25251", "issue:27957", + "issue:29942", "issue:32090", "issue:33290", - "issue:33357", "issue:34689", + "issue:35141", "issue:37428", - "issue:39692", "issue:41720", "issue:42490", "issue:43278", "issue:43329", "issue:43381", "issue:43412", + "issue:43550", "issue:43575", "issue:43653", "issue:43873", "issue:43927", "issue:43976", "issue:44186", - "issue:44206", "issue:44361", "issue:44448", "issue:44466", - "issue:44479", "issue:44561", "issue:44568", "issue:44743", @@ -8793,6 +8820,7 @@ "issue:44857", "issue:44977", "issue:44987", + "issue:45083", "issue:45198", "issue:45229", "issue:45245", @@ -8808,11 +8836,13 @@ "issue:46399" ], "soft_pairs": [ + "issue:29942|issue:35141", + "issue:43550|issue:45083", "issue:44855|issue:46399", "issue:42490|issue:43575", "issue:10000|issue:15354", - "issue:37428|issue:44987", "issue:43927|issue:45698", + "issue:37428|issue:44987", "issue:44561|issue:44779", "issue:43278|issue:43329", "issue:27957|issue:34689", @@ -8826,227 +8856,225 @@ "issue:45588|issue:45823", "issue:43412|issue:45588", "issue:44448|issue:44466", - "issue:45372|issue:45406", "issue:43976|issue:45440", - "issue:45198|issue:45803", + "issue:45372|issue:45406", "issue:25251|issue:32090", + "issue:45198|issue:45803", "issue:43653|issue:44743", "issue:45245|issue:45563", "issue:32090|issue:33290", - "issue:44186|issue:45198", - "issue:44206|issue:44479", - "issue:44361|issue:45198", "issue:42490|issue:43873", - "issue:33357|issue:39692" + "issue:44186|issue:45198", + "issue:44361|issue:45198" ], - "prepared_review_unit_hash": "e3a1bce9c6108e41be27b20946ee20e3b2c51ec913af3d5cde7cde568656f9eb", + "prepared_review_unit_hash": "04647e079b18acbe71efd386b000590b9088d84f306bc1253dc3163a9db7727f", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36962, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36919, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose similarity cluster, not a true duplicate cluster: the issues span unrelated models, loaders, tokenizers, attention paths, and memory/runtime failures. No soft edge is strong enough to merge as the same underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the broadest and most representative standalone issue in the set, with the highest apparent discussion/inbound activity and a general loading/offloading theme that is closer to a central cluster anchor than the many highly specific bugs.", + "summary": "The soft pairs are mostly false positives: they share broad themes like model loading, flash-attention, tokenizers, or memory issues, but not the same concrete bug. No PRs are present. If a representative issue is needed, I\u2019d use the Gemma 4 processor-loading regression as the clearest actionable report.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45372 is the most central and actionable representative in this set: it has a concrete repro, active discussion, and sits in the Gemma 4 processor-loading regression area that overlaps with several nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best issue representative because it is broad, active, and ties to a common infrastructure problem class (quantization/offloading/memory behavior), even though the rest of the items are not true duplicates of it.", + "best_issue_reason": "issue:45372 is the best single issue to anchor the cluster because it is specific, well-described, and closer to an upstream/root-cause style failure than the other mostly unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs embedding reinitialization in post_init are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different models and different failure modes: torch.compile/SDPA vs a helper-length calculation bug." + }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator/script-related failures, but one is a Python 3.13 torch.jit parsing issue and the other is a missing decorator/registration bug in Qwen3.5; different code paths and fixes." + "reason": "Both mention decorator/parse problems, but they affect different code paths and models." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warnings and tensor-parallel OOM on Qwen2-57B are unrelated failure modes." + "reason": "Local-path import warning and TP OOM on Qwen2 are unrelated." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Generic DistilBertModel failure and torch.jit GeneratorExp export limitation on ViT are distinct issues." + "reason": "German DistilBert model error and ViT torch.jit GeneratorExp export failure are unrelated." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "A missing flash-attention utility import and a model-loading failure for a specific repo are not the same underlying bug." + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Both concern save/load behavior, but one loses custom token IDs and the other restores the wrong custom module; separate defects." + "reason": "Import error for a missing flash-attn helper is not the same as a model-loading failure for a specific repo." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "API removal breaking trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." + "reason": "Removal of an API used by trust_remote_code models is different from DeepSeek tokenizer output corruption." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and an undefined-variable multimodal token bug are unrelated." + "reason": "Embedding dtype drift and a multimodal token-count helper bug are unrelated." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Both involve model loading and attention features, but they target different models and different breakages." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading breakage are different issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and a flash-attention s_aux=None AttributeError are different runtime paths." + "reason": "AMP loss crash in LwDetrImageLoss and flash_attention.py s_aux=None crash are different code paths." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention memory pressure, but one is quantization/offloading behavior and the other is a specific multi-GPU inference OOM on Gemma4." + "reason": "Quantization offloading behavior and multi-GPU CUDA OOM on Gemma4 are not the same bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device-map cudaErrorAssert and CUDA OOM are different symptoms with different likely causes." + "reason": "Qwen3 auto device-map assert and Gemma4 multi-GPU OOM are unrelated failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated bugs." + "reason": "Tokenizer special-token insertion bug and Gemma3 sliding-window NaNs are unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation regression and a stale warning in paged generate() are not the same code-path problem." + "reason": "Flash-attention generation failure and a stale warning in paged generate are different defects." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval/training dtype mismatch and gradient-checkpointing-in-eval are different behaviors." + "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval are unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and flash_attention integration crash are separate failures." + "reason": "Gemma 4 processor import failure from a missing dependency is different from a flash_attention integration crash." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "An AttributeError in flash_attention integration and a Gemma4 device mismatch during forward are not the same bug." + "reason": "Both involve Gemma4, but one is a flash_attention None crash and the other is a device_map mismatch in forward." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export problems and flash-attention integration errors are unrelated." + "reason": "Executorch export failures are a different pipeline from the flash_attention None handling bug." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different output behavior and inconsistent serialization are related to v5 behavior but are not the same concrete issue." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both are Gemma4-related, but one is a missing dependency import and the other is a missing _tokenizer attribute in serve." + "reason": "Generation output changes and lm_head serialization inconsistency are different bugs." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version incompatibility and DeepSeekV3MoE divergence are unrelated." + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different issues." + "reason": "Both are Gemma4-related, but one is an import/dependency break and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output-shape change and Trainer _gpu_broadcast_one TypeError are unrelated." + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature exception handling bug are different components." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different model subsystems." + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category cardinality limit and a stale warning in paged generate() have no common underlying defect." + "reason": "Category-limit RuntimeError and stale generate warning are not the same bug." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and deepspeed Adafactor OOM are different runtime failures." + "reason": "Trainer broadcast NoneType and Adafactor+Deepspeed OOM are different failures." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Different tokenizers, different crash modes, and different affected tasks; not a duplicate." + "reason": "Path-trailing-slash warning and quantization offloading issue are unrelated." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Unsupported center argument in feature extraction and Qwen VL video regression are separate bugs." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are distinct." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43873", - "accept": false, - "reason": "Import warning for local paths and quantization/offloading behavior are not the same issue." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error on a community CLIP model and SigLIP2 docs errors are different problems, one runtime and one documentation/example-related." + "reason": "MLukeTokenizer attribute error and Wav2Vec2 save/tokenization failure are unrelated." } ] }, @@ -9065,8 +9093,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -9077,6 +9105,7 @@ "issue:33357", "issue:34567", "issue:35141", + "issue:39692", "issue:42490", "issue:42915", "issue:42994", @@ -9091,16 +9120,16 @@ "issue:43653", "issue:43701", "issue:43756", - "issue:43761", "issue:43824", - "issue:43931", "issue:43994", "issue:44186", + "issue:44206", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", + "issue:44479", "issue:44625", "issue:44871", "issue:44977", @@ -9115,24 +9144,25 @@ "issue:45593", "issue:45712", "issue:45834", - "issue:45859", "issue:46121", "issue:46369" ], "soft_pairs": [ + "issue:44206|issue:44479", + "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:43065|issue:45412", "issue:43611|issue:46121", - "issue:42915|issue:42994", "issue:44871|issue:44977", "issue:43065|issue:43994", "issue:43066|issue:44462", + "issue:42915|issue:42994", "issue:45459|issue:45712", "issue:43278|issue:43575", "issue:29942|issue:30064", "issue:45412|issue:46369", - "issue:45372|issue:45459", "issue:43994|issue:45412", + "issue:45372|issue:45459", "issue:44265|issue:45198", "issue:43381|issue:43701", "issue:43653|issue:44442", @@ -9150,128 +9180,138 @@ "issue:43575|issue:43701", "issue:44442|issue:45072", "issue:42490|issue:43381", - "issue:43575|issue:44387", - "issue:43761|issue:45859", - "issue:42915|issue:43931" + "issue:43575|issue:44387" ], - "prepared_review_unit_hash": "2ab49ca1bf75fcc75ac3ad1776cd013886862684377f84b3308b0797bc39ac3e", + "prepared_review_unit_hash": "5769113e1eab4fb9e07b41b44ca5d2da5bd4af3dcbfd31bff10429a3d1848b33", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37522, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a heterogeneous Transformers issue bundle rather than a true duplicate cluster. The soft-similarity pairs share keywords or subsystems, but they do not appear to describe the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue really fits this set because the reports span unrelated bugs; the closest thing to a representative item is a concrete, user-facing tokenizer-loading bug.", + "summary": "This cluster is not a real duplicate set: the items span many unrelated Transformers bugs (tokenizers, vision models, quantization, memory, training state, and import errors). None of the soft edges look like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Best overall issue representative is the most self-contained and actionable bug report; the rest are mostly model- or subsystem-specific and not duplicate-alike.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both mention input/feature-processing regressions, but one is an unsupported arg crash in LasrFeatureExtractor and the other is a Qwen2.5-VL video regression; different code paths and failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both involve vision models, but one is a MacOS bus error on a community CLIP model and the other is a SigLIP2 docs example mismatch/quantization issue; not the same bug." + }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "Different areas: LayoutLMv3 error messaging vs TrainerState token counting." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated subsystems and failure modes." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "One is a dummy Conv2d in Sam3PixelDecoder; the other is RT-DETR memory not being released." + "reason": "Sam3PixelDecoder dummy Conv2d cleanup and RT-DETR memory release are different model-internals bugs, not one fixable change." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Loading via base_model_prefix and rope-parameter JSON handling are unrelated bugs." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both involve quantization, but one is a Qwen3Moe FP8 failure and the other is quantized model saving." + "reason": "Model loading with base_model_prefix and rope-parameter JSON handling are unrelated configuration/validation issues." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos token config mismatch vs Qwen3.5 flash-attention generation failure." + "reason": "EOS token config mismatch and Qwen3.5 flash-attention generation failure are different model behavior problems." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is unrelated to SigLIP2 bad AutoModel/pipeline outputs." + "reason": "Sam3PixelDecoder dummy layer cleanup and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both are tokenizer-loading issues, but the concrete failure modes differ and are not the same bug." + "reason": "Tokenizer decoder-type regression and ignoring tokenizer.json are both tokenizer-loading issues, but they are distinct bugs with different failure points." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are different quantization paths." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking with protobuf missing is unrelated to leftover dummy class cleanup." + "reason": "Tokenizer error masking due to protobuf absence and leftover dummy class cleanup are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval mode is unrelated to Qwen2 loading OOM." + "reason": "Embedding dtype drift in eval and tensor-parallel OOM while loading a model are different problems." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different issues." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated regressions." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but RT-DETR GC leaks and Sam3-litetext overflow are different code paths." + "reason": "Both are memory-related, but one is RT-DETR object deletion/leak behavior and the other is SAM3-LiteText memory overflow; different code paths." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Gemma 4 processor import error from mistral_common is unrelated to tokenizer protobuf error masking." + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and RT-DETR memory release are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "SigLIP2 bad inference and RT-DETR memory release are unrelated bugs." + "reason": "Gemma 4 processor import failure from mistral_common and protobuf-related tokenizer exception masking are different import/error-handling issues." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures from torch_compilable_check are not the same as Wav2Vec2 save/tokenization failures." + "reason": "torch.export failures from torch_compilable_check and save_pretrained/tokenization failures in Wav2Vec2 are unrelated." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and resume_from_checkpoint key mismatch are separate training issues." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training-flow bugs." }, { "left": "issue:43653", @@ -9283,103 +9323,91 @@ "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer dropout and DeepseekV3MoE divergence from remote implementation are not the same defect." + "reason": "Smollm3 RoPE-layer dropping and DeepseekV3MoE divergence from remote implementation are model-architecture mismatches, not the same underlying issue." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings in mixed-length batching are unrelated tokenizer vs attention/kernel issues." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is failing tests." + "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is failing tests; not the same concrete bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 error messaging and CLIP bus error on MacOS are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same bug." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete failure." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation drift is unrelated to D-FINE auxiliary-loss behavior." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model implementation bugs." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 wrong outputs and Sam3-litetext memory overflow are different symptoms and code paths." + "reason": "SigLIP2 incorrect generation/AutoModel behavior and SAM3-LiteText memory overflow are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are unrelated image-processing bugs." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to LayoutLMv2Tokenizer NER padding/truncation crashes." + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 and embedding reinit after resize are unrelated." + "reason": "LayoutLMv3 box-information error messaging and output embedding reinitialization after resize are separate bugs." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Qwen2 loading OOM and checkpoint resume key mismatch are different problems." + "reason": "Tensor-parallel OOM loading Qwen2-57B and resume checkpoint key mismatch are different failure modes." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in inference are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash local model import warning and gradient-checkpointing eval-mode behavior are unrelated." + "reason": "Trailing-slash local model import warning and gradient-checkpointing eval restriction are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are OOM-related, but one is model/tp loading and the other is int4 quantization memory regression." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." + "reason": "Both are OOM-related, but one is TP loading of a specific model and the other is int4 quantization reserved-memory growth; different causes." } ] }, @@ -9398,8 +9426,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -9411,6 +9439,7 @@ "issue:35141", "issue:42175", "issue:42490", + "issue:42915", "issue:43232", "issue:43262", "issue:43316", @@ -9434,25 +9463,26 @@ "issue:44206", "issue:44442", "issue:44464", - "issue:44479", "issue:44743", "issue:44811", "issue:44857", "issue:44898", "issue:44977", "issue:45003", - "issue:45216", "issue:45245", "issue:45440", "issue:45479", "issue:45491", "issue:45588", + "issue:45859", "issue:45907", "issue:46121", "issue:46234", "issue:46399" ], "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43761|issue:45859", "issue:43526|issue:44857", "issue:43334|issue:43531", "issue:46121|issue:46399", @@ -9461,10 +9491,10 @@ "issue:44464|issue:45491", "issue:27957|issue:29127", "issue:44743|issue:44811", - "issue:43452|issue:45588", "issue:27957|issue:33290", - "issue:43646|issue:44077", + "issue:43452|issue:45588", "issue:33290|issue:34689", + "issue:43646|issue:44077", "issue:44062|issue:45907", "issue:33290|issue:35141", "issue:33290|issue:34567", @@ -9474,210 +9504,208 @@ "issue:43723|issue:45479", "issue:42490|issue:44743", "issue:43316|issue:43525", - "issue:43761|issue:44079", "issue:42175|issue:46234", + "issue:43761|issue:44079", "issue:34689|issue:43611", "issue:43720|issue:44442", - "issue:43232|issue:43388", - "issue:43931|issue:45216", - "issue:44077|issue:44479" + "issue:43232|issue:43388" ], - "prepared_review_unit_hash": "ba1c197cf768e52f08100cb975353f8dd727d59be017668eee78412226f7e39b", + "prepared_review_unit_hash": "b7dc97bc84613baaa93d333ab1c047a64238f5f160a7fd6dd324332504c05086", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36290, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "serialized_chars": 36205, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are distinct bugs/regressions in different subsystems or model families, and none of the soft pairs look like true duplicates of the same concrete underlying issue.", + "summary": "The soft pairs are mostly false positives: they span unrelated bugs across model loading, generation, audio/image processors, training, and config APIs. No duplicate cluster emerges, so there is no strong canonical issue or PR.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated loading, generation, preprocessing, optimizer, and config bugs.", + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated failures in different models, subsystems, and error paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative regression in the set, affecting custom model initialization across models.", + "best_issue_reason": "No single issue is a good global representative for this cluster; at best, a few are loosely theme-adjacent, but none anchor the rest as the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: FP8 config handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Both are regressions, but one is CLIP hidden_states output and the other is CPU offload rotary embedding compatibility." + }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Different components and failures: BEiT image processor label reduction vs LwDETR loss crashing under float16/CUDA." + "reason": "Different code paths: Beit label reduction vs LwDetr AMP/CUDA loss crash." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different Qwen variants and bugs: missing pad_token_id on a text config vs sliding-window recurrence reset." + "reason": "Same broad family, but distinct bugs: missing pad_token_id vs sliding_window behavior." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Unrelated code paths: rope-validation TypeError vs rotary-pos-embedding registration decorator failure." + "reason": "Both touch rope-related code, but one is JSON list validation and the other is kernel registration." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Different problems entirely: flash-attention generation regression vs category-count limit error." + "reason": "Unrelated problems: flash-attention generation failure vs category-count limit error." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs Laser/feature-extractor unsupported-center crash." + "reason": "Audio-related, but different APIs and bugs: chat template sampling rate vs unsupported center argument." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Different generation/attention failures: compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window all-padding cases." + "reason": "Different symptoms and models: compiled-forward chunked generation vs Gemma3 sliding-window NaNs." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Different subsystems: XLM-RoBERTa Flash Attention 2 support vs LayoutLMv3 error-message clarity." + "reason": "Flash-attention support vs LayoutLMv3 error-message clarity; not the same bug." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different model paths and bugs: Qwen3_5 recurrent state reset vs Whisper batch_decode skipping special tokens." - }, - { - "left": "issue:43452", - "right": "issue:45588", - "accept": false, - "reason": "Tokenizer/model loading with gguf_file vs flash-attention sink-less-model AttributeError are unrelated." + "reason": "Unrelated generation-cache bug vs Whisper batch_decode option handling." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "One is Flash Attention model support, the other is Adafactor OOM in DeepSpeed; no shared underlying bug." + "reason": "Different subsystems entirely: attention backend support vs optimizer OOM." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Both touch initialization, but one is a broad v5 custom-model-init regression and the other is a specific patchtsmixer post_init API rule change." + "reason": "Tokenizer/model loading with gguf_file is unrelated to a flash_attention s_aux=None crash." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer OOM in DeepSpeed vs a model-loading regression for Llama 3.2 Vision; unrelated failures." + "reason": "OOM in deepspeed/Adafactor is not the same as a model-loading regression." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve initialization, but they are different concrete issues and fixes." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword duplication vs list_repo_files revision forwarding are unrelated utility bugs." + "reason": "Token construction bug vs repository file-listing revision forwarding; unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed optimizer OOM and embedding reinitialization after resize are distinct issues." + "reason": "Training OOM vs embedding reinitialization after resize; different failure modes." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Training memory usage vs TrainerState token-count tracking are unrelated." + "reason": "Optimizer OOM and token-count tracking are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs quantization offloading behavior are different code paths." + "reason": "Gradient checkpointing in eval mode vs quantization offloading; different code paths." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer vs Perceiver non-default-resolution failure are unrelated." + "reason": "Tokenizer loading failure vs image classification interpolation failure." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs DeepseekV3MoE divergence are different bugs." + "reason": "Unsafe sys.modules access and DeepseekV3 divergence are unrelated." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "AutoTokenizer loading regression in v5 vs zero-loss classification with num_labels=1 are not the same issue." + "reason": "Tokenizer loading regression vs zero-loss classification bug." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path trailing-slash import warning vs Qwen3_5 recurrent-state reset; different areas and symptoms." + "reason": "Local-path import warning is unrelated to recurrent-state reset with cache." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both concern config APIs, but the described discrepancies are not clearly the same missing attribute or failure mode." + "reason": "Both are config/API discrepancies, but they concern different model families and attributes." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment semantics are different underlying problems." + "reason": "Missing TensorFlow in torch extra is a packaging issue, not the same as a missing import_utils symbol." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Packaging/backend dependency issue vs missing import_utils symbol; no common bug." + "reason": "Hidden-states regression and ModelOutput key assignment are different bugs." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are version regressions, but they affect different loading paths and failure modes." + "reason": "Model-loading regression for a specific model vs base_model_prefix loading behavior are not the same issue." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug vs tokenizer loading failure; unrelated." + "reason": "Packed-weight loading in BitNet is unrelated to AutoTokenizer failing on a tokenizer class." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs metrics label dropping are unrelated." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Weight-shape mismatch on model load vs incorrect save_pretrained checkpoint for Qwen3.5 are different bugs." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "PatchTSMixer post_init policy vs Qwen video-input regression; different models and code paths." + "reason": "Generation kwargs update after sync_gpus and metric gathering label truncation are unrelated." } ] }, @@ -9696,8 +9724,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -9709,7 +9737,6 @@ "issue:32090", "issue:42617", "issue:42907", - "issue:43065", "issue:43295", "issue:43316", "issue:43493", @@ -9727,18 +9754,20 @@ "issue:43827", "issue:43873", "issue:43931", + "issue:44077", "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44479", "issue:44496", - "issue:44617", "issue:44855", "issue:44871", + "issue:44877", "issue:44913", "issue:44987", "issue:45137", + "issue:45216", "issue:45290", "issue:45632", "issue:45698", @@ -9750,6 +9779,8 @@ "issue:46424" ], "soft_pairs": [ + "issue:44077|issue:44479", + "issue:43931|issue:45216", "issue:43761|issue:44188", "issue:44987|issue:46178", "issue:43493|issue:43827", @@ -9758,209 +9789,221 @@ "issue:42907|issue:45698", "issue:44464|issue:46421", "issue:43749|issue:43931", - "issue:43643|issue:44913", "issue:43316|issue:45759", "issue:44479|issue:45290", "issue:44855|issue:45137", "issue:44190|issue:44496", + "issue:43643|issue:44913", "issue:43650|issue:46202", "issue:43295|issue:43825", "issue:25251|issue:28282", "issue:43550|issue:43701", "issue:43606|issue:43701", - "issue:45632|issue:46424", "issue:42617|issue:43575", + "issue:45632|issue:46424", "issue:43575|issue:43742", "issue:27957|issue:32090", "issue:16998|issue:22355", "issue:43316|issue:43716", - "issue:43065|issue:44617", - "issue:43295|issue:44871" + "issue:43295|issue:44871", + "issue:43316|issue:44877" ], - "prepared_review_unit_hash": "a0f67fb85e284ad8f7435ec60c139355f2478f6dc334e9428c274c2c565a457a", + "prepared_review_unit_hash": "74d70ef2cdb00141dcdaaca2cfbb035102de9e28124340106bcd828fd8018d1d", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34686, - "estimated_input_tokens": 8672, - "estimated_eval_tokens": 17600 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35938, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and the soft-similarity pairs are mostly false positives: they share broad themes like loading, caching, offload, or v5 regressions, but not the same concrete bug or fix path.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The strongest standalone issue is the FSDP CPU RAM efficient loading bug, but there is no clear duplicate core spanning the set.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43749 has the strongest triage signal in the set: highest discussion activity, multiple inbound references, and a concrete, actionable loading bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43749 is the most representative and impactful issue here, with the clearest bug report and the most follow-up activity.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failure modes: optional post_init validation vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight-shape load mismatch and the other is a save_pretrained regression; not the same bug." + }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Both involve torch.compile/regression behavior, but one is CLIPVisionModel hidden_states handling and the other is attention-kernel branching; different code paths and symptoms." + "reason": "CLIP hidden_states bug and attention-kernel divergence under torch.compile are separate code paths and symptoms." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Both are loading-time failures, but one is a specific model/package regression and the other is a backend mapping error for tensorflow_text; not the same bug." + "reason": "Loading failure for a specific model and an unknown backend mapping error are unrelated loader issues." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs stale docs referencing pipeline() after v5 removals; one is model correctness, the other is documentation drift." + "reason": "SigLIP2 implementation drift and v5 pipeline documentation references are different problems." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma eos_token_id config inconsistency; unrelated issues." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer vs a bare-except bug in Fuyu tensor conversion; different components and failure modes." + "reason": "Tokenizer loading failure and a bare-except error-handling bug in Fuyu are distinct issues." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load flows for custom models, but one is dequantized model saving and the other is wrong custom-module selection after save_pretrained; not the same underlying defect." + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs and the other is cache lazy-init causing recompilation; different root causes." + "reason": "Both mention chunked generation/prefill, but one is output inconsistency with compiled forward and the other is cache lazy init causing recompilation." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading broken vs Qwen3-VL weight-shape mismatch; unrelated loading problems." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Both are config persistence issues, but one loses fields with trust_remote_code and the other resets rotary_pct on reload; different model/config paths." + "reason": "One is FSDP CPU RAM efficient loading, the other is a specific Qwen3-VL shape mismatch while loading." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern multimodal config APIs, but one is Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen; not mergeable as one fix." + "reason": "Both are config-related, but Gemma3TextConfig API inconsistency and Qwen multimodal text_config unwrapping are different bugs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen family vs chat-template crash on tool-call assistant messages; unrelated features and code paths." + "reason": "Video input regression for Qwen VL models is unrelated to chat template crashes on tool-call assistant messages." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import/parsing failure in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow; completely different failures." + "reason": "Python 3.13 torch.jit parsing import error and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an image-classification script vs unrecognized-model config loading; different subsystems." + "reason": "Dataset loading in a training script and unrecognized-model config loading are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct not persisting are both config-related but not the same underlying bug." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A vague request and a Gemma pipeline roundtrip tokenization bug are not the same underlying issue." + "reason": "No meaningful overlap: an ADD THE DATA issue versus a Gemma pipeline roundtrip failure." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are v5 regressions around pipeline/processor behavior, but one is processor.tokenizer/images handling and the other is an error message about translation support; different fixes." + "reason": "Processor/tokenizer regression and an incorrect v5 translation-support error message are separate issues." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Nested-list output change in top_k pipelines vs missing PyTorch import error; unrelated." + "reason": "Top-k output shape change in pipeline is unrelated to missing PyTorch import errors." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch; no shared code path." + "reason": "torch.compile + SDPA failure and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; different bugs." + "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both mention cache behavior, but one is trust_remote_code cache-path collisions and the other is max_cache_length handling for quantized cache; not the same defect." + "reason": "Different failures in distributed execution: one is a 3d_parallel.py run problem, the other is TP loading OOM." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "3d_parallel.py execution problem vs tensor-parallel OOM loading Qwen2-57B; different failure modes." + "reason": "Both mention cache behavior, but one is trust_remote_code cache path collision and the other is max_cache_length being ignored except for quantized cache." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel load vs key error loading MobileLLM-125M; not the same bug." + "reason": "TP OOM on a large Qwen model and a key error loading MobileLLM-125M are unrelated loading issues." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support in XLMRoberta vs NoneType broadcast error in Trainer; unrelated." + "reason": "Flash Attention 2 support and Trainer _gpu_broadcast_one NoneType handling are unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 vs missing transformers.onnx module; unrelated issues." + "reason": "Model max length question for DeBERTa and missing transformers.onnx module are unrelated." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 dtype mismatch between preprocessor and model; different problems." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are separate issues." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs CUDA OOM in Sam3Video; same family, but not the same underlying bug." + "reason": "Custom processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "v5 processor/tokenizer regression vs Gemma eos_token_id mismatch; unrelated." + "reason": "Different config issues: Gemma3TextConfig API discrepancy versus strict config rejecting granite_speech." } ] }, @@ -9979,13 +10022,13 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ "issue:41950", - "issue:43316", + "issue:43065", "issue:43388", "issue:43404", "issue:43441", @@ -10013,7 +10056,6 @@ "issue:44743", "issue:44792", "issue:44871", - "issue:44877", "issue:44913", "issue:44977", "issue:45127", @@ -10023,6 +10065,7 @@ "issue:45542", "issue:45563", "issue:45584", + "issue:45600", "issue:45698", "issue:45803", "issue:46050", @@ -10035,230 +10078,237 @@ ], "soft_pairs": [ "issue:43540|issue:44514", - "issue:43316|issue:44877", "issue:44610|issue:46369", - "issue:44162|issue:44792", + "issue:43065|issue:44617", "issue:44871|issue:45584", "issue:43404|issue:43441", + "issue:44162|issue:44792", "issue:44077|issue:44534", "issue:45803|issue:46365", "issue:45803|issue:46170", - "issue:44871|issue:46050", "issue:41950|issue:43475", + "issue:44871|issue:46050", "issue:43452|issue:44496", "issue:43646|issue:44913", "issue:43761|issue:44479", - "issue:45127|issue:45200", "issue:43388|issue:43688", + "issue:45127|issue:45200", "issue:43572|issue:46178", "issue:43673|issue:44743", "issue:44617|issue:45584", "issue:43504|issue:45698", - "issue:44734|issue:45406", "issue:45542|issue:46234", + "issue:44734|issue:45406", "issue:43673|issue:46421", "issue:43525|issue:43531", "issue:44792|issue:44977", "issue:45381|issue:46369", - "issue:43761|issue:44242", - "issue:45563|issue:45584" + "issue:45563|issue:45584", + "issue:44792|issue:45600", + "issue:43761|issue:44242" ], - "prepared_review_unit_hash": "e53da95d9e968250749f71fb9ab1cd5c575da96f005bd602ead2865a792aaf9e", + "prepared_review_unit_hash": "3d671a1d2d8dccccc3ab4fee616a6dca475acb3ccaff96f3b0880822e4c8ca9e", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36169, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "soft_pair_count": 29, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive mix of unrelated Transformers bugs: model-specific regressions, config/serialization issues, generation problems, backend-import failures, and a few video/speech cases. A couple of pairs share broad subsystem vocabulary (cache/chunked prefill, save/load, config fields), but they still describe different concrete failures.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45698 is the broadest, most representative open report: it covers broken custom-module resolution after save_pretrained/from_pretrained, has the strongest discussion activity, and overlaps loosely with the other load/save-related item in the cluster.", + "summary": "These items are mostly unrelated Transformers bug reports across different models and code paths. None of the soft-paired issues look like true duplicates, so I would keep all pairs separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45698 is the best representative issue in this set: it is open, high-activity, and describes a broad save/load custom-module failure that is more likely to subsume related reports than the narrow model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best overall issue candidate because it is open, broadly applicable to custom model loading, and has the most active discussion/inbound references among the issues here.", + "best_issue_reason": "issue:45698 has the strongest triage value overall because it is still open, has the most discussion/inbound attention, and targets a concrete, reusable loading path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve multimodal/video processing, but they are different model families and different failures: Qwen3OmniMoe video-input handling vs Qwen2.5-VL batched chat-template padding." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Both are config/API complaints, but the concrete problems differ: Gemma3TextConfig API inconsistency vs granite_speech being blocked by strict config loading." + "reason": "Different models and different failure modes: Qwen3OmniMoe video-input processing vs Qwen2.5-VL batched chat-template padding." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and different bug classes: OmDet processor image-size mismatch vs sam3-litetext memory overflow." + "reason": "OmDet-Turbo input-size mismatch is unrelated to Sam3LiteText memory overflow." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "No shared underlying bug; ESM2 is a model breakage report, while janus test failure is a separate image-generation regression." + "reason": "Sam3PixelDecoder dummy layer issue and Sam3Video OOM are distinct problems." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both mention generation/token IDs, but Gemma-3 eos_token_id config inconsistency and Whisper empty-transcription failure are distinct code paths." + "reason": "Gemma eos-token config inconsistency is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same family name is not enough: one is a weight-tying bug in Mistral3ForConditionalGeneration, the other is a FlashAttention failure in Ministral-3." + "reason": "Weight tying bug in Mistral3 is not the same as Ministral-3 FlashAttention failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure affect different subsystems." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Unrelated issues: patchtsmixer post_init policy vs a v5 non-persistent-buffer initialization bug." + "reason": "PatchTSMixer post-init allowance is unrelated to non-persistent buffer initialization junk in v5." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Different failure modes and surfaces: Fuyu tensor conversion exception handling vs Trainer import failure tied to datasets." + "reason": "Bare-except tensor conversion bug is unrelated to the Trainer import dependency issue." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare-except tensor conversion bug is unrelated to the Windows/ROCm torch.distributed import problem." + "reason": "Different code paths: Fuyu tensor conversion vs Windows/ROCm torch.distributed import dependency." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Both concern model state/config after changes, but Gemma eos_token_id mismatch and sinq quantized save/load corruption are different bugs." + "reason": "Video-classification processor lookup bug is not the same as Sam3Video missing fpn_position_embeddings." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Different multimodal pipelines and symptoms: video-classification processor lookup vs SAM3 vision encoder missing attribute." + "reason": "EOS token config mismatch is unrelated to quantized model save/load corruption." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading failures, but one is a gguf/from_pretrained path issue and the other is an unrecognized model_type/config.json problem." + "reason": "GGUF loading breakage is a different issue from an unrecognized model_type in config.json." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic v5 initialization breakage vs a specific GPTNeoX rotary_pct persistence bug; related area, not the same issue." + "reason": "General custom-model initialization regression is not the same as GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Both are regressions, but they affect different models and different behavior: CLIPVision hidden_states vs Qwen VL video-input handling." + "reason": "CLIP hidden_states regression and Qwen video-input regression are different model families and symptoms." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Unrelated topics: LoRA merge with extended vocab causing collapse vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Metric label dropping in gather_for_metrics is unrelated to auxiliary-loss normalization." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Different bugs in different training losses: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + "reason": "LoRA merge with extended vocab is a different bug from Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Both involve config/backend compatibility, but StableLm pad_token_idx regression and missing tensorflow_text backend registration are separate issues." + "reason": "StableLm pad_token_idx regression and tensorflow_text backend mapping are unrelated." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both touch cache/state machinery, but one is missing cache during chunked prefill and the other is recurrent states resetting in modular_qwen3_5." + "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked prefill while the other resets recurrent states in qwen3_5; not the same bug." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Different products and symptoms: Sam3Video OOM vs Whisper empty-transcription generation failure." + "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty-transcription handling." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are load/save issues, but BEiT legacy preset loading and wrong custom-module resolution after save_pretrained are not the same concrete bug." + "reason": "BEiT legacy-field loading failure is not the same as wrong custom-module selection after save_pretrained/from_pretrained." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Different transformers serve crashes: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + "reason": "TensorBoard/TensorFlow backend detection issue is unrelated to a missing import_utils symbol." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Unrelated backend/import issues: undefined tf backend from tensorboard-only install vs missing falcon_mamba_ssm availability helper." + "reason": "Serve KV-cache continuation indexing bug and Gemma4Processor missing _tokenizer are distinct failures." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill and cache, but one reports missing cache in v5.0.0 while the other reports lazy-init recompilation; different observable failures." + "reason": "They are both chunked-prefill/cache-related, but one is missing cache initialization and the other is spurious recompilation from lazy init; different underlying bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Both are config-field regressions, but they affect different models and different missing settings: Llama4 pad_token_id vs Qwen3-MoE sliding_window." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and paths: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Janus image-generation test failure is not the same as Qwen3.5 FlashAttention generation breakage." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different domains and failure modes: Qwen2.5-VL video vision_position_ids bug vs sam3-litetext memory overflow." + "reason": "Qwen2.5-VL video position IDs and Sam3LiteText memory overflow are different issues." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Same general MoE/regression theme is too broad; CLIPVision hidden_states and router load-balancing loss are unrelated concrete issues." + "reason": "A stale warning in paged generate is unrelated to Whisper failing on empty transcription." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both are generation-related, but a stale warning for num_return_sequences is not the same bug as Whisper failing on empty transcription after special-token alignment." + "reason": "Janus generation failure and stale Sam3LiteText auto_mappings references are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression is different from missing load-balancing loss when output_router_logits=False." } ] }, @@ -10277,8 +10327,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -10289,6 +10339,7 @@ "issue:42490", "issue:43065", "issue:43116", + "issue:43295", "issue:43335", "issue:43540", "issue:43550", @@ -10310,7 +10361,6 @@ "issue:44617", "issue:44734", "issue:44737", - "issue:44792", "issue:44855", "issue:44877", "issue:44913", @@ -10318,6 +10368,7 @@ "issue:44964", "issue:45127", "issue:45245", + "issue:45276", "issue:45357", "issue:45362", "issue:45381", @@ -10331,224 +10382,224 @@ "issue:46369" ], "soft_pairs": [ - "issue:44792|issue:45600", - "issue:44534|issue:44913", "issue:43931|issue:44060", "issue:44190|issue:44964", + "issue:44534|issue:44913", "issue:35141|issue:42490", - "issue:44855|issue:45588", - "issue:44479|issue:44734", "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:44855|issue:45588", "issue:41720|issue:45245", "issue:44617|issue:46369", "issue:43065|issue:44610", - "issue:44521|issue:45381", "issue:44464|issue:45563", + "issue:44521|issue:45381", "issue:44933|issue:45362", "issue:43644|issue:44913", "issue:43976|issue:44855", - "issue:44077|issue:44877", "issue:43550|issue:44190", - "issue:45127|issue:45357", - "issue:44462|issue:45907", + "issue:44077|issue:44877", "issue:25251|issue:27957", + "issue:44462|issue:45907", "issue:43540|issue:44734", + "issue:45127|issue:45357", "issue:44112|issue:45600", "issue:45632|issue:46234", "issue:43335|issue:44190", "issue:44737|issue:45803", - "issue:43116|issue:44190" + "issue:43116|issue:44190", + "issue:43295|issue:45276" ], - "prepared_review_unit_hash": "e5b90b5d9db4a8c720234c94cd2380a32680764873ea3873f0b4ef17248b9ddb", + "prepared_review_unit_hash": "894431f37b08ec58a7521abab5c127eeb8eb2a672179f3ffcfff3d788fd0e212", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35181, - "estimated_input_tokens": 8796, - "estimated_eval_tokens": 17848 + "serialized_chars": 35817, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the candidate pairs span unrelated bugs in model loading, config handling, generation, docs, CI, and example scripts. None of the soft edges are safe to collapse into one duplicate group.", - "confidence": 0.96, + "summary": "No soft pair appears to be a true duplicate; the issues span different models, APIs, regressions, and failure modes, so there is no coherent canonical cluster representative.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "Different failures: Janus image-generation test vs Sam3LiteText auto-mapping/CI break." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "One is a v5 non-persistent-buffer initialization bug; the other is GPTNeoXConfig reload losing rotary_pct." - }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different models and code paths: Qwen3-VL shape mismatch vs Qwen3-Next tied-weights warning." + "reason": "Different Qwen model families and different symptoms: weight-shape mismatch vs a tied-weights warning." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loaders and symptoms: example-script local dataset issue vs multimodal model load failure." + "reason": "Both are loading-related, but one is about a local dataset script and the other about loading a specific multimodal model." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a framework-wide non-persistent buffer regression; the other is a GPTNeoX config reload bug." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit on resize is unrelated to the local-path trailing-slash import warning." + "reason": "Completely different problems: embedding reinitialization vs a path-with-slash loading warning." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Python 3.13 import parse error in DebertaV2Model is unrelated to flash-attention crashing on s_aux=None." + "reason": "Docs referencing removed pipeline APIs is unrelated to a model producing bad outputs with AutoModel/pipeline." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different subsystems: video-input regression in Qwen VL models vs serve KV-cache continuation indexing." + "reason": "Different code paths and failures: video-input regression in Qwen VL models vs KV-cache indexing in serve." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Python 3.13 import/indentation parsing issue is unrelated to a flash-attention crash on sink-less models." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to the 2^24 category-count runtime limit." + "reason": "Different failures entirely: Qwen3 device-mapping CUDA assert vs an unrelated category-count runtime limit." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Same family name, but different model variants and likely different memory causes; too broad to merge." + "reason": "Both mention Sam3 memory use, but one is CUDA OOM in Sam3Video and the other is an overflow in Sam3-LiteText; not the same bug." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to the OmDet-Turbo processor/model resolution mismatch." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Both are multimodal, but one is assistant_mask construction and the other is vision_position_ids for qwen2.5-vl video input." + "reason": "Compiled-forward inconsistency and a stale warning about num_return_sequences are different issues." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Chunked-generation inconsistency under compile is unrelated to the stale num_return_sequences warning." + "reason": "Both are multimodal Qwen issues, but assistant-mask generation and vision_position_ids are distinct code paths." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashes." + "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent-buffer junk filling is a different bug from rotary_pct resetting on reload." + "reason": "General buffer initialization regression does not match a config field silently resetting on reload." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python-version support breakage is unrelated to the DebertaV2Model IndentationError." + "reason": "Different Python-version compatibility failures with unrelated root causes." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "PatchTSMixer post_init policy change is unrelated to strict granite_speech config loading." + "reason": "A torch.compile/SDPA model bug is unrelated to a dataset-loading script problem." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Torch.compile+SDPA failure in Bamba is unrelated to the image-classification example local-dataset issue." + "reason": "Both involve config handling, but one is about forbidding optional post_init and the other about loading a granite_speech config." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer loading ignoring tokenizer.json is unrelated to list_repo_files failing to forward revision." + "reason": "Tokenizer resolution ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in serve." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to serve-side KV-cache continuation indexing." + "reason": "LoRA/vocab merge collapse and incorrect visual encoder keys are different Qwen issues with different failure modes." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both touch CI, but they concern different stale references in different models/modules." + "reason": "Both mention CI, but they point to different stale references in different components." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import_utils helper." + "reason": "Cache-path collisions for local models are unrelated to a missing import_utils symbol." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to the example-script dataset loading failure." + "reason": "SwitchTransformers config layer construction bug is unrelated to loading a local dataset in an example script." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor allocation bug is unrelated to the bare-except KeyboardInterrupt swallowing issue." + "reason": "CPU device placement bug in XLNet is unrelated to a bare-except error swallowing interrupts." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different bugs: empty multi-label results vs local dataset loading." + "reason": "Empty multi-label classification results and local-dataset loading failure are different example-script issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A regression around processor.tokenizer/images is unrelated to Gemma4 resize_token_embeddings not updating embeddings." } ] }, @@ -10567,8 +10618,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -10584,13 +10635,11 @@ "issue:43404", "issue:43441", "issue:43479", - "issue:43526", "issue:43531", "issue:43643", "issue:43650", "issue:43673", "issue:43854", - "issue:43901", "issue:43976", "issue:44016", "issue:44112", @@ -10608,6 +10657,7 @@ "issue:45216", "issue:45245", "issue:45276", + "issue:45335", "issue:45375", "issue:45446", "issue:45542", @@ -10622,231 +10672,224 @@ "issue:46424" ], "soft_pairs": [ - "issue:43295|issue:45276", "issue:45276|issue:45584", "issue:44938|issue:45542", - "issue:46082|issue:46121", "issue:36246|issue:41628", "issue:45632|issue:46421", - "issue:42175|issue:44279", + "issue:46082|issue:46121", + "issue:43650|issue:44220", "issue:45245|issue:45584", "issue:43404|issue:45216", - "issue:43650|issue:44220", - "issue:44246|issue:45003", + "issue:42175|issue:44279", "issue:36246|issue:38617", "issue:41950|issue:44016", + "issue:44246|issue:45003", "issue:44186|issue:44734", - "issue:43479|issue:45375", "issue:44683|issue:45446", - "issue:43643|issue:44496", "issue:43673|issue:46424", + "issue:43643|issue:44496", "issue:44964|issue:45600", - "issue:43854|issue:44964", "issue:44016|issue:44220", + "issue:43854|issue:44964", "issue:44112|issue:44964", "issue:27957|issue:35141", "issue:46123|issue:46369", + "issue:43479|issue:45375", "issue:43531|issue:45600", "issue:43976|issue:44987", - "issue:43526|issue:43901", - "issue:42907|issue:43441" + "issue:42907|issue:43441", + "issue:43295|issue:45335" ], - "prepared_review_unit_hash": "855bbc891532d9a82cdbce666a4c4710bc341858367f15ec3463f8ff823d6f8a", + "prepared_review_unit_hash": "b066d0e02bfa8905188866ab4bde679f65682bd46b2a8bc1c526f057d85e1388", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36072, - "estimated_input_tokens": 9018, - "estimated_eval_tokens": 18292 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35167, + "estimated_input_tokens": 8792, + "estimated_eval_tokens": 17840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is only loosely related by Transformers API/regression themes; the paired issues mostly describe different models, components, or failure modes rather than the same underlying bug.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44246 is the broadest and most representative of the set\u2019s general import/regression theme, but it is still not a true duplicate anchor for the other issues.", + "summary": "The cluster is heterogeneous: most pairs only share a broad subsystem (imports, configs, cache, model loading) but describe different concrete failures. No soft edge looks like the same underlying bug/change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items span distinct bugs, models, and code paths; the soft similarities are too broad to indicate duplication.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 has the widest scope and highest discussion activity among the candidates, making it the best single representative issue for the cluster.", + "best_issue_reason": "If a human needs one representative issue to inspect, issue:44964 is one of the clearest standalone reports, but it is not a duplicate hub for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Both involve embedding/resize behavior, but they are different bugs in different code paths and models." - }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated failures: token embedding resize vs Whisper empty-transcription handling after special-token alignment." + "reason": "Different models and failure modes: token embedding resize/output tying vs Whisper empty-transcription generation." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python version load failure and missing TensorFlow backend are unrelated dependency problems." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "Different config validation paths: Llama head_dim rules vs rope-parameter JSON list handling." + "reason": "Both involve environment/dependency behavior, but one is a Python-load failure and the other is a TensorFlow backend packaging issue." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different modules." + "reason": "Both are import errors, but they concern different symbols and modules; not the same missing export path." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "One is a trust_remote_code cache-path collision; the other is cache lazy init causing recompilation." + "reason": "Different cache problems: local trust_remote_code cache-path collision vs chunked-prefill cache initialization/recompilation." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated config-validation bugs: Llama head_dim rejection vs rope-parameter list type error." + }, + { + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "One is about TensorFlow not being included in a torch install extra; the other is a generic dependency issue." + "reason": "No substantive overlap; one is a low-quality issue title, the other is a concrete fbank feature extraction bug." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow and empty-transcription generation are completely different failures." + "reason": "Completely different failures: category cardinality limit vs Whisper generation after special-token alignment." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both mention tied weights, but one is model-specific lm_head tying and the other is a save_pretrained regression." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "No shared bug surface; this looks like a stray/nontechnical issue versus an audio feature extraction bug." + "reason": "Both are weight/save-related, but they affect different models and different code paths (tied lm_head vs save_pretrained regression)." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both touch import behavior, but one is slowness and the other is unsafe sys.modules access." + "reason": "Generic dependency complaints, but not the same packaging or backend issue." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports with no common underlying code-path." + "reason": "Different missing names from different modules; same symptom class, not the same bug." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + "reason": "A pipeline routing bug versus a notebook syntax error; unrelated." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Tokenizer padding/NER crash and KV-cache continuation indexing are distinct code paths." + "reason": "Import performance complaint vs unsafe sys.modules access; different code paths and symptoms." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Both involve config defaults/fields, but one is default initialization and the other is strict-field dropping." + "reason": "Tokenizer padding/truncation crash versus server KV-cache continuation crash; unrelated failures." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention breakage on torch>=2.9 is not the same as a version-check bug for AuxRequest import." + "reason": "Both mention flex_attention, but one is a compiled-kernel failure on newer torch and the other is a version-check/import guard bug." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Missing fields with trust_remote_code and unrecognized model_type are different config-loading problems." + "reason": "Different cache semantics: missing GenerationMixin cache in chunked prefill vs max_cache_length only honored for quantized cache." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Chunked-prefill cache absence and max_cache_length being ignored outside quantized cache are different cache bugs." + "reason": "AutoConfig missing fields with trust_remote_code is different from an unrecognized model due to missing model_type." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading failure and auto_mappings stale references/CI breakage do not describe the same issue." + "reason": "Both touch model loading, but one is a specific multimodal model load failure and the other is stale auto_mappings references breaking CI." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Different models and symptoms; one is a unit-test loading problem, the other is a general latest-transformers load failure." + "reason": "Notebook syntax error is unrelated to audio feature extraction." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Notebook syntax error is unrelated to the fbank feature extraction issue." + "reason": "Different model-load failures for different model families; no shared concrete bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale device override and model loading are unrelated." + "reason": "CI test flake in GraniteSpeech is not the same as loading Phi-4-multimodal-instruct." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support for XLMRoberta and embedding reinitialization on resize are different bugs." + "reason": "Flash Attention support for XLM-Roberta is unrelated to token-embedding reinitialization after resize." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch result dropping and model memory overflow are unrelated." + "reason": "Pipeline batch-finalization bug versus model memory overflow; different issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config classes and different bugs: default config initialization vs silently dropped field in strict parsing." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are different issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Sam3LiteText auto-mapping breakage." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility and a specific model-load failure are not duplicates." + "reason": "A Python-version compatibility report and a model-loading failure are not the same bug." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "ImageProcessor label reduction and pipeline docs behavior mismatch are unrelated." + "reason": "Saving dequantized Ministral models is different from FlashAttention inference failure in Ministral-3." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Dequantized save failure and FlashAttention failure in Ministral are distinct model-path problems." + "reason": "Both mention regression and tokenizer/embeddings, but they affect different APIs and models with different symptoms." } ] }, @@ -10865,20 +10908,20 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ "issue:28282", "issue:35141", "issue:38175", - "issue:39692", "issue:41950", "issue:43295", "issue:43299", "issue:43381", "issue:43441", + "issue:43526", "issue:43577", "issue:43650", "issue:43673", @@ -10920,238 +10963,231 @@ "issue:46424" ], "soft_pairs": [ - "issue:43295|issue:45335", + "issue:43526|issue:43901", "issue:28282|issue:35141", "issue:44496|issue:45042", "issue:43441|issue:45588", "issue:44016|issue:44062", "issue:45372|issue:46234", - "issue:43299|issue:45216", "issue:44792|issue:46424", - "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:43299|issue:45216", "issue:43381|issue:45593", "issue:43824|issue:44933", - "issue:43673|issue:44336", "issue:43976|issue:44279", - "issue:44496|issue:45759", + "issue:43901|issue:44496", "issue:45335|issue:45584", + "issue:44496|issue:45759", "issue:44075|issue:44368", - "issue:46082|issue:46399", "issue:43650|issue:46209", "issue:43577|issue:45216", - "issue:38175|issue:44617", "issue:45103|issue:45372", + "issue:46082|issue:46399", "issue:44242|issue:45200", + "issue:38175|issue:44617", "issue:44279|issue:45405", - "issue:41950|issue:45020", "issue:43295|issue:44779", - "issue:43299|issue:45357", + "issue:41950|issue:45020", "issue:44779|issue:45812", - "issue:44351|issue:45278", - "issue:39692|issue:43901" + "issue:43299|issue:45357", + "issue:44351|issue:45278" ], - "prepared_review_unit_hash": "5739e3405151239b93f628e0c356bceb5f6b65cb1add861dc5c8bf0645d96a26", + "prepared_review_unit_hash": "4e729eac60fec3546728467624b730d31b9572ef0642b0a53aff83e9994ee948", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36467, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "soft_pair_count": 28, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers issues (imports, model-loading regressions, tokenizer bugs, docs, and a few training/inference edge cases). There are no PRs here, and the soft pairs do not appear to be true duplicates of the same underlying bug/change.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45020 is the broadest umbrella item (recent-version regressions affecting remote_code models), but the cluster is heterogeneous and does not form a clean duplicate set.", + "summary": "This cluster is mostly a loose set of unrelated Transformers issues that only share superficial keywords like import errors, regressions, or model-loading failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate center is evident; if one issue must anchor the cluster, issue 45020 is the broadest umbrella regression report, but it is still not a duplicate of most others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single representative of the cluster\u2019s general regression theme, but it should not be treated as a true canonical duplicate for the rest.", + "best_issue_reason": "Issue 45020 is the best single representative because it captures the widest class of recent-version breakages and is the closest thing here to an umbrella issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Different failures: processor/tokenizer regression with images vs resize_token_embeddings not updating decoder.embed_tokens." + "reason": "BeitImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; different subsystems and failure modes." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch import is unrelated to embedding reinitialization after resize." + "reason": "PyTorch import error for AutoModel vs token embedding reinitialization in post_init; unrelated bugs." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config loading error is unrelated to PIL image processors requiring torchvision." + "reason": "Unrecognized model/config loading failure vs PIL image processor requiring torchvision; not the same code path." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-specific crash and the other is an s_aux=None AttributeError in sink-less models." + "reason": "Both involve flash attention, but one is a Ministral-3 model failure and the other is an s_aux=None crash in a different sink-less path." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument TypeError are distinct bugs." + "reason": "Notebook syntax error vs AddedToken keyword argument TypeError; completely different issues." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Different missing imports in different subsystems: Gemma processor loading vs falcon mamba availability helper." + "reason": "Missing ReasoningEffort import affecting Gemma 4 processor loading vs missing is_falcon_mamba_ssm_available symbol; different missing APIs." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Qwen3VL model loading regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Janus test failure vs cache max length handling for quantized cache; unrelated behavior." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A janus test failure is not the same as cache max length being ignored outside quantized cache." + "reason": "GenerationMixin chunked_prefill cache issue vs ANSI codes in loading_report; no overlap in bug location." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to an unrecognized model config error." + "reason": "Qwen3VL MoE loading regression vs incorrect save_pretrained checkpoint keys; load-path bug vs save-path bug." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary-loss handling." + "reason": "Gradient checkpointing/eval-mode constraint vs D-FINE auxiliary-loss omission; different components entirely." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different failing modules." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache-missing failure during chunked prefill is unrelated to ANSI codes in loading_report." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing image_utils import; both import errors but for different symbols/modules." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version compatibility and a generic dependency issue are not the same underlying bug." + "reason": "Python version compatibility bug vs general dependency issue; not the same underlying defect." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Different model-loading paths: unrecognized config vs missing text_config unwrap in composite Qwen configs." + "reason": "Docs/behavior mismatch in a pipeline vs unrecognized model config loading failure; unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token embedding resize bug is unrelated to Whisper empty-transcription generation failure." + "reason": "t5gemma resize_token_embeddings bug vs Whisper empty-transcription generation failure; different models and paths." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Optimizer argument handling and tie_word_embeddings warnings are distinct issues." + "reason": "Both are model/config loading issues, but one is an unrecognized model type and the other is missing text_config unwrapping for composite Qwen configs; not the same fix." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Llama head_dim validation and Qwen3.5 kernel registration are unrelated." + "reason": "SGD optimizer args ignored vs tie_word_embeddings warning during LoRA fine-tuning; unrelated concerns." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder data request is unrelated to FP8 inference failure on B200." + "reason": "Placeholder issue 'ADD THE DATA' vs FP8 inference failure on B200; no meaningful connection." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained checkpoint issues do not match." + "reason": "Blip2 dtype propagation bug vs Qwen3.5 checkpoint save regression; different model families and code paths." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Zero-probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." + "reason": "auto_docstring crash with future annotations vs Gemma 4 processor import failure; unrelated problems." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation parsing crash is unrelated to Gemma processor import failure." + "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration/decorator crash; different code paths." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Mixture-of-experts load-balancing loss and Gemma 4 mm_token_type_ids are different model-training bugs." + "reason": "MoE load-balancing loss handling vs Gemma 4 mm_token_type_ids defaulting; distinct training/model config bugs." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "A transformers dependency problem is unrelated to a PEFT minimum-version bump." + "reason": "Unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video; clearly unrelated." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakage." + "reason": "General transformers dependency issue vs MIN_PEFT_VERSION bump to unreleased 0.18.2; not the same bug." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer regression with images is unrelated to Deepseek tokenizer output changes." + "reason": "Custom processor.tokenizer regression for images vs DeepSeek tokenizer output regression; different model/tooling paths." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Qwen3VL loading and Qwen3.5 visual-encoder key saving are different code paths." + "reason": "Video-classification pipeline selecting image processors vs remote_code model breakage; different failure classes." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different root causes." + "reason": "DeepSeek tokenizer regression vs Granite tokenizer wrong token IDs; both tokenizer bugs but different models and implementations." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "A specific missing HybridCache import is not enough to treat this as the same bug as a broad import-error report." + "reason": "Qwen3.5/3.6 load failure vs Qwen3.5 visual encoder keys saved incorrectly; related family, but load vs save regressions are not the same underlying bug." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "A SigLIP2 example with multiple errors is unrelated to a docs mismatch about return_all_scores." + "reason": "Specific HybridCache import failure vs broad 'many import errors' report; too general to treat as the same concrete bug." } ] }, @@ -11170,12 +11206,13 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ "issue:33290", + "issue:39692", "issue:41950", "issue:42175", "issue:42994", @@ -11224,231 +11261,238 @@ "issue:46132" ], "soft_pairs": [ + "issue:39692|issue:43901", "issue:44521|issue:45325", "issue:41950|issue:45823", - "issue:43479|issue:43525", "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:44462|issue:45081", "issue:44297|issue:44462", "issue:43299|issue:43854", "issue:43450|issue:44279", + "issue:43479|issue:43525", "issue:43650|issue:46132", "issue:45081|issue:45907", "issue:44466|issue:45276", "issue:44016|issue:44291", "issue:43441|issue:45834", - "issue:42994|issue:43317", - "issue:43653|issue:45593", "issue:44623|issue:45397", + "issue:43653|issue:45593", "issue:44623|issue:44749", + "issue:42994|issue:43317", "issue:45600|issue:45712", "issue:33290|issue:45656", - "issue:44361|issue:45593", "issue:44261|issue:44263", + "issue:44361|issue:45593", "issue:44671|issue:44779", "issue:44016|issue:45823", - "issue:43723|issue:44162", "issue:42175|issue:43976", "issue:43901|issue:43994", - "issue:43441|issue:44683" + "issue:43441|issue:44683", + "issue:43723|issue:44162" ], - "prepared_review_unit_hash": "f2d99915d9072d61d264d7676da37e5ddf552ba50d39762c70333bbeacccaf45", + "prepared_review_unit_hash": "328002ccd5d4b501920814b2e50ae02a97c3164bb8b85c0326cdab9d8754aa33", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35414, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 heterogeneous: it mixes unrelated Transformer v5 regressions, tokenizer/model-loading bugs, processor/config issues, deepspeed training behavior, packaging, and docs. The soft-similarity links are mostly superficial and do not look like true duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated bugs across tokenizers, multimodal processing, config, deepspeed, packaging, and docs.", + "summary": "This cluster is a loose grab bag of unrelated issues across tokenizers, multimodal processors, configs, deepspeed, docs, and model-loading edge cases. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44521 is the strongest representative bug report here: it has a concrete failing API (`apply_chat_template`), a clear multimodal repro, and a specific observable bad output (all-zero assistant masks).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most active/referenced node, but it is not a true duplicate hub and should not be treated as a canonical merge target.", + "best_issue_reason": "Issue 44521 is the best single anchor because it describes a precise, reproducible runtime defect with clear scope and impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is about SigLIP2 example errors and the other is about `TextClassificationPipeline` documentation drift; different APIs and failures." + }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal-related, but one is about all-zero assistant masks and the other about temporal position_id scaling; different code paths and fixes." + "reason": "Both involve multimodal/VL internals, but one is a broken assistant mask computation and the other is a rope/position-id scaling bug; different code paths and symptoms." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor selection and Gemma4 device-mismatch during forward are unrelated bugs." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Different config problems: multimodal defaults vs missing pad_token_id on Llama4Config." + "reason": "Video processor lookup vs Gemma4 device placement are unrelated bugs in different subsystems." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention compilation on 2.9 and TensorFlow packaging/backend availability are unrelated." + "reason": "One is a torch 2.9 flex-attention compilation failure; the other is a dependency/backend install issue for TensorFlow/tensorboard." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support regression and a bumped PEFT dependency are separate release issues." + "reason": "Python version compatibility and a bumped PEFT minimum version are different release/dependency issues, not the same bug." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring repository tokenizer.json and Mistral regex patch crashing are different loading paths." + "reason": "AutoTokenizer ignoring repository `tokenizer.json` and Mistral regex patch crashes are distinct tokenizer-loading problems." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same bug as AutoTokenizer ignoring tokenizer.json." + "reason": "Tokenizer serialization writes the wrong class name; the other issue is loading behavior ignoring `tokenizer.json`." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete code-path." + "reason": "Different model families and different loading failures; no evidence they share a concrete code path." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batched-shape bug and a vague dependency issue are not the same defect." + "reason": "Video processor batching shape bug vs generic dependency issue with transformers are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config objects and different missing-default/attribute problems." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "A placeholder 'ADD THE DATA' issue and AttentionInterface.register behavior change are unrelated." + "reason": "A vague data request is not the same as a behavior-change bug in `AttentionInterface.register`." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patch crash and list_repo_files missing revision forwarding are separate repository-loading bugs." + "reason": "Mistral tokenizer regex crash and `list_repo_files` revision forwarding are unrelated API bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Inconsistent lm_head serialization and resize_token_embeddings not propagating are different weight-handling problems." + "reason": "Both touch Gemma4-ish serialization/resizing concerns, but one is tied-weight serialization and the other is embedding resize propagation; different failures." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + "reason": "Notebook syntax error vs `init_empty_weights` argument mismatch are completely different issues." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure in Ministral and a long-OCR index error in Kosmos2.5 are different model-specific bugs." + "reason": "FlashAttention failure on Ministral-3 and OCR index error on Kosmos2.5 are different model-specific bugs." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Quantized saving failure and dequantized loading with device_map=auto are distinct quantization/offload issues." + "reason": "Processor save-pretrained file omission is unrelated to Gemma-4 zero3 loading." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "BigBirdTokenizer special-token registration bug and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44623", - "right": "issue:45397", + "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load issues." + "reason": "Saving processor files and slower filtering after a version upgrade are different problems." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Processor save-file omission and a Chinese report about filtering slowdown are not the same bug." + "reason": "Quantized model saving failure and dequantized model offload loading failure are not the same concrete bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are cleanup/CI-related, but they target different stale-reference problems in different files." + "reason": "Stale auto-mapping references and leftover dummy classes are separate repository-maintenance issues." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "OOM with Adafactor under deepspeed and optimizer.step being called twice are not clearly the same underlying bug." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a duplicate optimizer step; too little to treat as the same bug." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + "reason": "A missing config epsilon in MLA layernorm and a `torch.split` return-value issue are different model internals." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "A q_a_layernorm precision/config issue and torch.split return-value handling are different bugs." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer output regression are different components and fixes." + "reason": "Both are v5 regressions in model/tokenizer outputs, but they affect different models and likely different code paths." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "AutoTokenizer v5 loading issues and ESM2 breakage are different model/loading problems." + "reason": "A notebook syntax error is not the same as a Gemma4 device-mismatch forward bug." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging and Python version support are separate dependency/release issues." + "reason": "Missing TensorFlow in a Torch-only install and Python version incompatibility are distinct packaging/release problems." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Documentation mismatch for return_all_scores and incorrect SigLIP2 predictions are not the same bug." + "reason": "One is stale docs wording, the other is a runtime correctness failure for SigLIP2 model/pipeline outputs." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention failure and compiled flex_attention failure are different attention-kernel problems, not one duplicate." + "reason": "Both concern attention kernels, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch 2.9; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer auto-loading regression and ESM2 model breakage are unrelated." } ] }, @@ -11467,8 +11511,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -11505,8 +11549,8 @@ "issue:44521", "issue:44589", "issue:44734", + "issue:44749", "issue:44779", - "issue:44857", "issue:44871", "issue:45003", "issue:45103", @@ -11526,254 +11570,257 @@ "issue:43262|issue:44521", "issue:44297|issue:45397", "issue:43824|issue:43976", - "issue:43901|issue:44246", "issue:43525|issue:43881", + "issue:43901|issue:44246", "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:43784|issue:45542", "issue:41628|issue:43976", "issue:44188|issue:44336", "issue:45103|issue:46399", - "issue:45561|issue:45563", - "issue:44246|issue:44496", "issue:44295|issue:45397", "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:44246|issue:44496", "issue:44242|issue:45593", - "issue:43526|issue:45003", - "issue:42491|issue:43299", "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:43526|issue:45003", "issue:41950|issue:44220", - "issue:44246|issue:44871", "issue:42886|issue:46132", + "issue:44246|issue:44871", "issue:36246|issue:42757", - "issue:36246|issue:44351", "issue:44336|issue:44485", - "issue:45003|issue:45561", + "issue:36246|issue:44351", "issue:44734|issue:46424", + "issue:45003|issue:45561", "issue:44779|issue:45292", "issue:44336|issue:46424", - "issue:44242|issue:44857" + "issue:44295|issue:44749" ], - "prepared_review_unit_hash": "319e88a167032d5f793c72a1a35bc5f1334825790f0d3fa814c04ed3db60d7d8", + "prepared_review_unit_hash": "ae1a2c7fdbe958f6cb40f0bdfe7d401b72078740e69c300bbc6611cf35fb7ba3", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36900, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "serialized_chars": 36966, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most items are unrelated bug reports spanning imports, model loading, cache handling, pipelines, docs, and testing. None of the soft pairs look like true duplicates with the same underlying bug/change, so I rejected them all.", - "confidence": 0.46, - "canonical_issue_reason": "issue:44521 is the most concrete and actionable standalone bug report here: it is open, has multiple inbound references, and describes a specific multimodal apply_chat_template failure with clear behavior to fix. There is no strong duplicate cluster, so it is the best practical canonical issue for this mixed set.", + "summary": "Mostly unrelated issue set with a recurring Qwen3-MoE / HF5.x regression theme. The Qwen3 pair (42491, 43299) is related at a high level, but the available evidence does not prove the same concrete bug or a single fixable scope, so it should not be merged as a duplicate from titles alone.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43299 is the best canonical anchor because it is narrower and explicitly version-bound to 5.0.0.dev0. Issue 42491 is related in theme, but its title alone suggests a different failure context (LoRA model trained on hf4.x vs current hf5.x), so the duplicate claim is not strong enough.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest representative issue overall because it is current, well-scoped, and tied to a core user-facing API with observable broken behavior.", + "best_issue_reason": "Issue 43299 is the strongest standalone issue in the cluster: it states a specific regression, a concrete affected model family, and a clear version boundary. It is better suited than 42491 for representing the cluster because it is more precise and actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different subsystems and failure modes: generation cache during chunked prefill vs CLIP hidden_states output." + "reason": "Different bug classes and model paths: chunked-prefill cache handling vs CLIP vision hidden_states output." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both mention apply_chat_template, but one is an audio sampling-rate default bug and the other is a multimodal assistant-mask bug." + "reason": "Both mention chat-template behavior, but one is audio sampling-rate defaults and the other is multimodal assistant masks." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save/load metadata mismatch is unrelated to gemma-4 Zero3 from_pretrained loading." + "reason": "Tokenizer config save/load mismatch is unrelated to the Gemma-4 zero3 from_pretrained failure." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL export and Python 3.9/3.10 compatibility are different problems." + "reason": "Qwen2.5-VL import error and Python version compatibility are different failure modes." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + "reason": "Different model-loading problems with no shared concrete code-path defect." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Different models and code paths: Llama4Config pad_token_id vs glm-4v-9b loading." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Llama4 config field absence and AutoConfig trust_remote_code missing fields are not the same bug." + "reason": "Missing pad_token_id on Llama4Config and incomplete AutoConfig fields from trust_remote_code are different bugs." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + "reason": "Float8 storage lookup failure is unrelated to the Qwen3.5 chat crash." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import-time issues, but one is sentence-transformers missing nn and the other is TensorFlow backend handling." + "reason": "Import-time NameError in sentence-transformers differs from the TensorFlow backend warning/undefined backend issue." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to the Python version support issue." + "reason": "Missing AutoImageProcessor import is not the same as a Python version support regression." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to ANSI color output in loading_report." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration both involve decorators, but not the same underlying bug." + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are unrelated defects." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Testing-utils xdist race and stale num_return_sequences warning are different concerns." + "reason": "Position_ids buffer access and Gemma-4 zero3 loading are different problems." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Import latency is unrelated to an unrecognized model/config.json model_type error." + "reason": "ANSI formatting in loading_report is unrelated to the wrong position_ids docstring." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 Zero3 loading." + "reason": "A pytest-xdist file race is unrelated to the stale num_return_sequences warning." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "ANSI terminal handling and a wrong position_ids docstring are unrelated." + "reason": "Import slowness is unrelated to the eos_token_id configuration inconsistency." }, { "left": "issue:44242", - "right": "issue:45593", + "right": "issue:44496", "accept": false, - "reason": "Load-balancing loss omission in one model family is unrelated to D-FINE auxiliary loss behavior." + "reason": "Missing load-balancing loss and missing model_type on config are different code paths." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and sys.modules access safety are different code paths." + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are not the same bug." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across versions and the other is a Qwen3VL-MoE loading regression; not the same concrete fix." + "reason": "The titles suggest a related Qwen3-MoE / HF5.x regression theme, but they do not establish the same concrete bug or a single fixable PR scope." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and fbank feature extraction are unrelated." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowness and Gemma-3 eos_token_id inconsistency do not share a concrete bug." + "reason": "Video-classification pipeline misrouting to image processors is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different subsystems." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages." + "reason": "Import timing issues do not match the Gemma-3 eos_token_id inconsistency." }, { "left": "issue:36246", - "right": "issue:44351", + "right": "issue:42757", "accept": false, - "reason": "Both are missing exports from transformers, but they are different symbols with no evidence of a shared root cause." + "reason": "Different import failures affecting different packages and symbols." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI loading-report output and GLM-5 RoPE implementation are unrelated." + "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race." + "reason": "Both are import errors, but they concern different missing exports and different code paths." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation tensor indexing and max_cache_length handling are different cache bugs." + "reason": "KV cache continuation crash and max_cache_length semantics are related only at a broad cache level, not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are unrelated." + "reason": "DeepSeek tokenizer correctness and resize_token_embeddings affecting output embeddings are different problems." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal color output and cache-length configuration have no shared underlying bug." + "reason": "ANSI loading-report output and cache-length configuration are unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "One is a missing auxiliary-loss path; the other is an AMP/CUDA crash in LwDetrImageLoss." + "reason": "A position_ids buffer access bug is unrelated to the post-upgrade performance regression." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but the accepted soft edge between issue:42491 and issue:43299 is too assertive for the packet evidence. The titles suggest a related Qwen3-MoE / HF5.x regression theme, but they do not clearly show the same concrete bug or a single fixable PR scope: one is about a LoRA model trained on hf4.x not working on hf5.x, the other about Qwen3VL MoE model loading on 5.0.0.dev0. Please downgrade that verdict to something more tentative or reject it unless the issue bodies confirm the same root cause." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -11786,12 +11833,13 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ "issue:36246", + "issue:42886", "issue:43257", "issue:43262", "issue:43352", @@ -11801,23 +11849,22 @@ "issue:43653", "issue:43673", "issue:43901", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44242", "issue:44246", - "issue:44295", "issue:44466", "issue:44479", "issue:44483", "issue:44496", "issue:44561", - "issue:44749", + "issue:44857", "issue:44877", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", + "issue:45229", "issue:45250", "issue:45292", "issue:45335", @@ -11841,238 +11888,238 @@ "issue:46431" ], "soft_pairs": [ - "issue:44295|issue:44749", + "issue:44242|issue:44857", "issue:43475|issue:46369", - "issue:45859|issue:46399", "issue:36246|issue:43596", "issue:46291|issue:46399", + "issue:45859|issue:46399", "issue:43901|issue:45003", - "issue:43352|issue:45250", "issue:43673|issue:44561", + "issue:43352|issue:45250", "issue:44162|issue:45200", "issue:44496|issue:45003", "issue:43257|issue:45137", "issue:43262|issue:44246", "issue:45292|issue:45584", "issue:45292|issue:45701", + "issue:44561|issue:46399", "issue:45412|issue:46123", "issue:45375|issue:45759", - "issue:44561|issue:46399", - "issue:44877|issue:45375", "issue:45685|issue:46431", + "issue:44877|issue:45375", "issue:44987|issue:45459", "issue:44466|issue:45335", - "issue:44995|issue:45200", "issue:45397|issue:45656", + "issue:44995|issue:45200", "issue:45137|issue:45600", "issue:44479|issue:46170", "issue:43475|issue:43540", "issue:43653|issue:44162", - "issue:44483|issue:46202", - "issue:44060|issue:44077" + "issue:42886|issue:45229", + "issue:44483|issue:46202" ], - "prepared_review_unit_hash": "c9623ebb04864d6bb0c7f1059ccd9613c1847212c58c63c9c5fbfab4f0e6e3a3", + "prepared_review_unit_hash": "2cda17d914a17ef21bd66263fc95b1ae0ad42ef30753fd8c340e8c2e7b6c1735", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36525, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of distinct Transformers bugs/regressions across unrelated subsystems. None of the soft pairs look like the same underlying change or defect, so all soft edges should be rejected.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 44479 is the clearest representative bug report: a concrete v5.3 video-input regression affecting several related Qwen model variants, with a well-defined scope and failure mode.", + "summary": "The cluster is mostly a set of unrelated issues with only a few loose topical similarities. I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44479 is the broadest, most substantial user-facing regression in the set and the best anchor if one issue must represent the cluster; the others are mostly distinct model/config/runtime problems rather than true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest standalone issue to anchor on because it is broad, specific, and directly describes a concrete regression in a shared code path.", + "best_issue_reason": "Issue 44479 has the widest scope and impact among the listed issues, making it the most suitable representative issue overall.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Unrelated problems: position_ids buffer handling vs. a slowdown after upgrading Transformers." - }, - { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Both mention SAM 3, but one is a missing output attribute and the other is a memory overflow in a different model variant." + "reason": "Different models and failure modes: load-balancing loss omission vs AMP/CUDA crash." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Same general Qwen family, but different failures: CPU offload incompatibility vs. kernel registration crash." + "reason": "Both involve SAM3, but one is a missing attribute in video vision output and the other is a memory overflow in sam3-litetext; not the same bug." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Completely different areas: missing Qwen2.5 VL import vs. DeepSpeed/BERT zero3 index error." + "reason": "ImportError for a missing Qwen image processor is unrelated to DeepSpeed ZeRO3/BertModel index error." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both touch kernels, but one is an external kernels dependency change and the other is a Qwen3.5 rotary-pos-emb registration bug." + "reason": "One is a kernels dependency/version import failure; the other is a Qwen3.5 kernel registration crash. Different code paths." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs. unsafe sys.modules access in modeling_utils are unrelated." + "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility in rotary embedding and the other is a kernel registration decorator error." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Specific Nemotron Flash Attention unsupported error vs. a generic Flash Attention 2.0 issue; not the same bug." + "reason": "Docs mismatch for text classification pipeline is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked prefill cache bug and removal of is_torch_fx_available breakage are different code paths." + "reason": "Cache handling in chunked prefill is a different problem from trust_remote_code breakage after removing is_torch_fx_available." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a concrete model unsupported-path error and the other is too generic to be the same underlying fix." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaulting to zeros." + "reason": "ESM2 model breakage and Gemma 4 token-type defaults are unrelated." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading vs. sys.modules access safety are distinct failures." + "reason": "Unrecognized model config loading is unrelated to sys.modules access behavior." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed/ZeRO3, but the reported symptoms and likely root causes differ." + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque index error; different bugs." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor sampling-rate default bug vs. slow import issue; no shared defect." + "reason": "Audio processor chat-template sampling-rate bug is unrelated to import-time slowness." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings propagation bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Embedding resize propagation is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize behavior and version-dependent tokenization changes are different issues." + "reason": "A resizing bug in embeddings is not the same as a tokenization regression across versions." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Trust_remote_code breakage from removed API is unrelated to the Qwen3.5 kernel registration crash." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory cleanup and batch-finalization logic are unrelated." + "reason": "Memory not released on deletion and partial-batch result dropping are different pipeline/model bugs." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing vision config field and the other is from_config unwrapping behavior." + "reason": "Both are Qwen multimodal config issues, but one is strict-field dropping and the other is text_config unwrapping in from_config; not the same change." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Breaking trust_remote_code from a removed helper is not the same as a Qwen3.5 kernel registration crash." + "reason": "MOE MPS histogram failure and missing chat template are unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict granite_speech config loading and Qwen config field dropping are unrelated config problems." - }, - { - "left": "issue:45685", - "right": "issue:46431", - "accept": false, - "reason": "MOE histogram MPS dtype error is unrelated to missing chat template support in a processor." + "reason": "Both mention strict config handling, but they affect different models and different manifestations: load failure vs silently dropped field." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading failure for a specific model/package and protobuf-decoding error handling are different concerns." + "reason": "Loading a specific model on v5.1.0 and tokenizer decode error masking are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve weights/embeddings, but one is tied-weight serialization and the other is resize_token_embeddings propagation." + "reason": "lm_head serialization inconsistency is unrelated to resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 multimodal token defaults." + "reason": "Gemma-4 zero3 from_pretrained and optimizer.step being called twice are different DeepSpeed issues." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Both mention DeepSpeed, but one is a gemma-4 zero3 loading bug and the other is a double optimizer-step issue." + "reason": "Stale cache crash in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque pop error and auto_mappings CI breakage are unrelated." + "reason": "ZeRO3 deque exhaustion and stale auto_mappings references are not the same bug." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video-input regression vs. Windows ROCm distributed import/type error are unrelated." + "reason": "A Qwen video-input regression is unrelated to the Windows/ROCm torch.distributed import error." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different Qwen/SAM model families and different video-processing failures." + "reason": "Both are video-related, but SAM3 missing attribute and Qwen3OmniMoe video ValueError are different model-specific failures." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration bug vs. ESM2 breakage are unrelated." + "reason": "Tokenizer special-token registration and ESM2 model breakage are unrelated." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Chat completions request validation and Gemma roundtrip tokenization failure are different bugs." + "reason": "Offline cache loading failure is unrelated to Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are unrelated." + "reason": "Chat completions request rejection and Gemma pipeline roundtrip on \u2581 are different issues." } ] }, @@ -12091,8 +12138,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -12100,7 +12147,6 @@ "issue:30990", "issue:41628", "issue:42371", - "issue:42886", "issue:42994", "issue:43065", "issue:43232", @@ -12113,6 +12159,8 @@ "issue:43701", "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", "issue:44188", "issue:44297", @@ -12127,7 +12175,6 @@ "issue:44977", "issue:44995", "issue:45092", - "issue:45229", "issue:45230", "issue:45356", "issue:45381", @@ -12145,7 +12192,7 @@ "issue:46421" ], "soft_pairs": [ - "issue:42886|issue:45229", + "issue:44060|issue:44077", "issue:44995|issue:45588", "issue:44368|issue:44977", "issue:43065|issue:43408", @@ -12160,223 +12207,223 @@ "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44623|issue:45656", - "issue:44869|issue:45356", "issue:44749|issue:45656", - "issue:43646|issue:44162", + "issue:44869|issue:45356", "issue:43701|issue:44749", + "issue:43646|issue:44162", "issue:43232|issue:43673", - "issue:44871|issue:46132", "issue:45230|issue:45397", + "issue:44871|issue:46132", "issue:42994|issue:43482", "issue:44038|issue:44623", "issue:43475|issue:43643", "issue:43475|issue:45381", "issue:28282|issue:30990", - "issue:41628|issue:44933", - "issue:42371|issue:45092" + "issue:42371|issue:45092", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "57216a432441ce494149f742da12c41f497938cafcdb1f2bfa4764ee8b58bcdf", + "prepared_review_unit_hash": "c71d3b41dff8ab2475fa5ca6abe45419801b227d7f85848204bb1ec6f6372b6a", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35575, - "estimated_input_tokens": 8894, - "estimated_eval_tokens": 18044 + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks like a broad false-positive similarity bucket rather than a duplicate set: it spans unrelated issues in loading, tokenization, generation, config, cache, model-specific regressions, and environment/import failures. No soft edge should be accepted.", - "confidence": 0.9, - "canonical_issue_reason": "Issue:43646 is the broadest v5-related regression in the set and the closest thing to a hub, but the surrounding issues are mostly unrelated, so it should not be treated as a true duplicate anchor for the cluster.", + "summary": "This cluster is mostly superficial lexical overlap across unrelated bug reports; none of the soft pairs look like the same concrete underlying fix or regression.", + "confidence": 0.89, + "canonical_issue_reason": "43646 is the broadest regression report here and the best umbrella anchor for the cluster; it captures a general Transformers 5.0 model-initialization breakage rather than a single model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, 43646 is the most general and central; however, it only covers a narrow slice of the items and is not a good duplicate target for the rest.", + "best_issue_reason": "43646 is the most generally framed and potentially reusable issue in this set, so it is the strongest cluster representative despite the lack of true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Offline tokenizer-cache loading failure and multi-GPU CUDA OOM are different bugs with different code paths." + "reason": "Different bugs: tied-weights warning versus optional post_init policy change." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer-cache crash and flash-attention s_aux=None AttributeError are unrelated failures." + "reason": "Stale second-forward cache bug is unrelated to sink-less flash-attention AttributeError." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is not the same as a flash-attention generation bug." + "reason": "Same model family, but warning during fine-tuning is not the generation failure here." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker config mismatch are distinct SAM 3 issues." + "reason": "SAM3 decoder dummy layer and tracker/model-type warning are different problems." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "These are different warnings in different subsystems; one is config advice, the other is a paged generation warning bug." + "reason": "Both mention warnings, but the affected code paths and failure modes differ." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a Gemma pipeline roundtrip tokenization failure." + "reason": "torch.compile kernel divergence is not the Gemma roundtrip tokenizer failure." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Granite speech config strictness and Windows/ROCm torch.distributed import problems are separate environment/config issues." + "reason": "Config-loading strictness and Windows ROCm import dependency failure are unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache returning a tensor and LlamaConfig rejecting head_dim are different API/validation problems." + "reason": "Cache length contract bug and LlamaConfig head_dim validation are distinct." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same bug as a LoRA tie_word_embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch is separate from the Qwen3.5 warning issue." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Windows/ROCm torch.distributed import issue." + "reason": "Whisper empty transcription bug is unrelated to the ROCm/torch.distributed import error." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Diverging attention kernels under torch.compile and cache lazy-init recompilation are different cache/compilation regressions." + "reason": "Both involve compilation/cache behavior, but the concrete failures are different." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline dropping the final partial batch are unrelated." + "reason": "SAM3 pixel decoder dummy module and partial-batch dropping in MaskGenerationPipeline are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are similar area-wise but not the same concrete failure." + "reason": "Tokenizer save metadata mismatch and processor save missing files are different serialization bugs." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading Transformers are different issues." + "reason": "Tokenizer AttributeError and major preprocessing slowdown do not share the same root cause." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files from processor.save_pretrained and a double optimizer.step under deepspeed are unrelated." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Whisper timestamp decode crash on trailing replacement character and Kimi tokenizer codec handling are different model/tokenizer bugs." + "reason": "Processor save_pretrained file omissions and double optimizer.step under deepspeed are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Tokenizer slowdown after upgrade and deepspeed calling optimizer.step twice do not share a root cause." + "reason": "Slow filtering after upgrade is not the same as optimizer stepping twice." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Generic custom model initialization breakage and ESM2 being broken are separate model-specific regressions." + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different bugs." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch is not the same as a tokenizer performance regression." + "reason": "Checkpoint key mismatch is unrelated to the data-filtering slowdown report." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "sync_gpus generation-kwargs update and chunked-prefill cache-missing are both generation bugs, but not the same concrete defect." + "reason": "Generic custom-model initialization breakage and ESM2-specific breakage are not the same issue." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated API issues." + "reason": "Generation kwargs update after sync_gpus differs from chunked-prefill cache missing." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report and a Gemma-4 ZeRO-3 from_pretrained failure are not enough evidence to be duplicates." + "reason": "A generic placeholder report is not the same as the Gemma-4 ZeRO3 from_pretrained bug." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite operations and different bugs." + "reason": "Quantized model saving failure is separate from GGUF loading failure in v5." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated model/subsystem issues." + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained file loss are different failures." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute and trust_remote_code AutoConfig missing fields are different remote-code failures." + "reason": "Missing SAM3 output attribute is unrelated to trust_remote_code config field loss." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Sam3 vision encoder attribute loss and Qwen2.5-VL video vision_position_ids are unrelated model-specific bugs." + "reason": "Different model families and different video-position failures." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch not found ImportError and SentenceTransformers loading hang have different root causes and symptoms." + "reason": "PyTorch ImportError and Sentence Transformers hanging on load are not the same problem." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "AutoImageProcessor import failure and image_utils nonexistent import are both import issues, but not the same missing symbol/module." + "reason": "TF32 settings guidance and remote-code meta-init incompatibility are unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "TF32 API warning and old InternVL2 remote-code/meta-init incompatibility are unrelated." + "reason": "Both are import errors, but they point to different missing symbols and code paths." } ] }, @@ -12395,8 +12442,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -12457,13 +12504,13 @@ "issue:43784|issue:46399", "issue:45310|issue:45375", "issue:45081|issue:45103", - "issue:43873|issue:44945", "issue:42673|issue:43704", + "issue:43873|issue:44945", "issue:44964|issue:45137", "issue:41628|issue:44351", "issue:43232|issue:44188", - "issue:44222|issue:45310", "issue:44945|issue:45753", + "issue:44222|issue:45310", "issue:42994|issue:43824", "issue:46077|issue:46123", "issue:44038|issue:45310", @@ -12472,30 +12519,30 @@ "issue:42831|issue:44222", "issue:42175|issue:45712", "issue:44496|issue:45561", - "issue:43526|issue:45561", "issue:43504|issue:45561", "issue:42175|issue:44933", - "issue:43377|issue:44242", - "issue:42898|issue:44568", + "issue:43526|issue:45561", "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:43377|issue:44242", "issue:43278|issue:45137", "issue:30990|issue:35141", "issue:44623|issue:45310" ], - "prepared_review_unit_hash": "ba06df8f9d4d8f145c409346184b0a8c6eb34f2a6358a2c5ab22608a1f03bdfa", + "prepared_review_unit_hash": "8422491bb5adafe405c0a6a58d6def3d64cd9df981f27a484ebb7e4639cdd26f", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36912, + "serialized_chars": 36911, "estimated_input_tokens": 9228, "estimated_eval_tokens": 18712 }, @@ -12504,207 +12551,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated Transformers issues. There are a couple of exact duplicate reports, but most soft pairs are only superficially similar and should stay separate.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45310 is the best canonical anchor because it is a concrete, reproducible regression report and has an exact duplicate counterpart (45478) with the same title and symptom.", + "summary": "The cluster is mostly heterogeneous. The only strong duplicate is the Qwen3ForCausalLM VRAM leak pair, supported by identical titles and overlapping bug descriptions; the rest look like separate issues in different subsystems.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue for the Qwen3ForCausalLM VRAM leak report: it is earlier and has more discussion/detail, and issue:43704 appears to be the same bug reported again with the same title.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative issue in this set: specific scope, clear failure mode, and an exact duplicate exist nearby, making it the most suitable cluster anchor.", + "best_issue_reason": "issue:42673 is the strongest standalone issue here because it is the earlier, more detailed report of the duplicated Qwen3ForCausalLM VRAM leak, with issue:43704 as a later repeat report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same general model family, but different bugs: a missing config field vs a from_pretrained load regression." + "reason": "Related Qwen3.5/MoE area, but the concrete failures differ: missing config field in vision config vs a from_pretrained loading error." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both involve Gemma4, but one is a processor attribute error and the other is a pipeline/tokenization roundtrip failure." + "reason": "Both touch Gemma-related code, but one is a processor attribute crash and the other is a tokenizer roundtrip bug; different code paths." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Llama4Config pad_token_id absence are unrelated failure modes." + "reason": "Unrelated bugs: quantized model saving failure vs a missing pad_token_id attribute on Llama4Config." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and mistral_common continue_final_message are different code paths and symptoms." + "reason": "Different tokenizer issues: AutoTokenizer loading in v5 vs continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration crash." + "reason": "Different subsystems and failures: sentence-transformers import NameError vs Qwen3.5 rotary kernel registration crash." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3.5, but one is a from_pretrained regression and the other is a config-field omission." + "reason": "Same model family, but different bugs: from_pretrained error vs missing deepstack_visual_indexes field." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both are AttributeErrors, but they affect different components and root causes." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are separate bugs." + "reason": "Different problems: Mistral tokenizer patch crash vs auto_docstring crash with future annotations." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "These are the same reported bug with the same title: Qwen3ForCausalLM VRAM leak across multiple dataloader threads." + "reason": "Same title and same concrete bug report: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime issues: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "A model-load failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque underflow." + "reason": "Different code paths: Phi-4 multimodal model loading vs a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different regressions." + "reason": "Both are import errors, but for different symbols and likely unrelated missing exports." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to torch.compile attention-kernel branching." + "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Both involve MoE/FP8-adjacent areas, but one is save_pretrained on FP8 and the other is a from_pretrained load regression." + "reason": "Different symptoms and models: pipeline-parallel output corruption vs a Qwen3_5 image-driven infinite loop." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Incorrect pipeline-parallel output and an infinite-loop image bug are different issues." + "reason": "Related Qwen3.5/MoE/FP8 theme, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same bug." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + "reason": "Quantized model saving failure is unrelated to importing Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional attention masking and final partial-batch result dropping are different pipeline/model bugs." + "reason": "Different issues: Gemma4 attention mask construction vs pipeline batch-finalization logic." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen and versioning, but the model variants and failure modes do not match." + "reason": "Related Qwen model family, but not the same failure: Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different import regressions: GenerationMixin versus AutoImageProcessor." + "reason": "Different import failures for different APIs: GenerationMixin vs AutoImageProcessor." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation sync kwargs bug is unrelated to the janus test failure." + "reason": "Generation-state update bug is unrelated to a Janus image generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained failure." + "reason": "Different FP8-related bugs: accuracy regression vs model saving failure." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend packaging and leftover dummy-class cleanup are unrelated." + "reason": "Backend packaging issue is unrelated to leftover dummy classes and repo-check failures." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition failure and a pytest-xdist file race are not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:45561", - "accept": false, - "reason": "BeitImageProcessorFast label handling and xdist captured_info.txt races are unrelated." + "reason": "Unrecognized model loading error is unrelated to a pytest-xdist file race." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy preset loading failure and xdist file contention are different problems." + "reason": "Pretrained-load legacy-field bug is unrelated to the captured_info.txt xdist race." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend install issue is unrelated to a missing image_utils import." + "reason": "Package backend omission vs non-existent image_utils import; different issues." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to xdist file contention." + }, + { + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "MIMI padding-mask behavior and MoE load-balancing loss gating are separate model bugs." + "reason": "Python version compatibility problem is unrelated to image_utils import exposure." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 and add_special_tokens BOS/EOS behavior are distinct changes." + "reason": "Both are tokenizer-behavior regressions, but one is cleanup-space handling and the other is special-token insertion; different bugs." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Python version compatibility and missing image_utils import are unrelated." + "reason": "MIMI padding-mask discrepancy is unrelated to MoE load-balancing loss omission." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval and a ZeRO3 deque pop error are unrelated." + "reason": "Embedding dtype drift between train/eval is unrelated to the DeepSpeed deque IndexError." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading stall and embedding resize reinitialization are different issues." + "reason": "Different problems: Sentence Transformers loading hang vs output embedding reinitialization after resizing embeddings." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained errors." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The anchor choice is supported by the packet, the duplicate claims are conservative, and the soft-edge rejections mostly distinguish different failure modes rather than over-merging them." + "accept": false, + "feedback": "The cluster read is mostly conservative, and the 42673/43704 duplicate call is well supported by the identical titles plus the large discussion/body-size gap. However, the canonical/best-issue rationale overstates the evidence by calling 42673 a \"clear, reproducible bug report\"\u2014that reproducibility is not visible in the packet. Keep the duplicate claim, but avoid unsupported confidence markers unless they are grounded in the provided data." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12717,8 +12764,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -12772,8 +12819,8 @@ ], "soft_pairs": [ "issue:30333|issue:33290", - "issue:42222|issue:45200", "issue:43479|issue:44869", + "issue:42222|issue:45200", "issue:42898|issue:45812", "issue:43479|issue:44079", "issue:43784|issue:43824", @@ -12781,44 +12828,44 @@ "issue:42898|issue:44779", "issue:44016|issue:46231", "issue:44734|issue:45103", - "issue:42898|issue:45356", "issue:43874|issue:45092", + "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:44075|issue:46231", "issue:42898|issue:44448", "issue:44060|issue:45125", "issue:44222|issue:44297", "issue:45405|issue:45712", - "issue:44933|issue:45712", "issue:44297|issue:45656", + "issue:44933|issue:45712", "issue:27957|issue:30333", - "issue:44222|issue:44623", "issue:30333|issue:34689", + "issue:44222|issue:44623", "issue:44448|issue:46132", "issue:42831|issue:44623", "issue:46209|issue:46431", - "issue:43479|issue:43644", "issue:30333|issue:36331", "issue:30333|issue:35141", + "issue:43479|issue:43644", "issue:22355|issue:28282", "issue:45245|issue:46132", "issue:44297|issue:45310", "issue:43122|issue:46209" ], - "prepared_review_unit_hash": "b2ee7b8c1c0552c676d649818d6d1fec0b31d9e34a60c001ac0aa83258615c6e", + "prepared_review_unit_hash": "5c8c0e9bc238f936f764bdb84514161b965816007b44ab22eef03ca13e64f203", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37083, + "serialized_chars": 37082, "estimated_input_tokens": 9271, "estimated_eval_tokens": 18798 }, @@ -12827,210 +12874,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; the soft edges mostly connect superficially similar transformer/tokenizer/FP8/training bugs, but they do not look like the same underlying defect. No soft pair should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45812 is the clearest representative bug report in this mixed set: it describes a concrete, high-impact v4\u2192v5 tokenizer regression affecting all Granite models, with a specific observable failure mode.", + "summary": "This cluster is mostly a semantic false positive: it mixes unrelated issues across tokenization, multimodal configs, model loading, training, save_pretrained, and docs. No soft edge looks like the same underlying bug/change, so there is no clear canonical duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster spans distinct code paths and model families rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best issue for triage because it is precise, broadly impactful, and regression-oriented; the other issues are either narrower, orthogonal, or only loosely related by subsystem.", + "best_issue_reason": "No single issue is a strong cluster representative; picking one would conflate separate regressions and unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to Deepspeed OOMs in Adafactor." + "reason": "Different failures: MLflow reporting on failed training vs OOM with Adafactor/DeepSpeed." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "VitPose breakage and Gemma 4 multimodal token defaults are different model-specific bugs." + "reason": "Unrelated areas: multimodal config initialization vs Whisper word-timestamp decode crash." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug is unrelated to Whisper timestamp decode crashing." + "reason": "Different bugs on different models: broken VitPose loaders vs Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is about clean_up_tokenization_spaces behavior and the other about Granite token IDs; different code paths and symptoms." + "reason": "Both tokenizer regressions, but on different behaviors and models; not the same concrete code-path bug." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are distinct internal issues." + "reason": "Config defaulting bug vs ModelOutput key assignment bug; no shared underlying change." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen2_5_VL missing export are unrelated import failures." + "reason": "Both import-related, but one is sentence-transformers missing nn and the other is a missing Qwen class export." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers, but one is about AutoTokenizer loading in v5 and the other is a model-specific add_special_tokens regression." + "reason": "Tokenizer loading failure vs add_special_tokens/BOS-EOS behavior change; different symptoms and fixes." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "General tokenization behavior change and DeepSeek tokenizer regression are different bugs." + "reason": "Separate tokenizer regressions affecting different models and APIs." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and a documentation parameter-name mismatch are not the same issue." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not the same bug." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache continuation crash and auto_docstring annotation handling are unrelated code paths." + "reason": "Serve KV-cache indexing crash vs auto-docstring crash from future annotations; unrelated code paths." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different failure modes." + "reason": "Different multimodal problems: missing image-patch method vs remote-code meta-init incompatibility." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Missing image-patch method in GLM46V processor and InternVL2 meta-init incompatibility are separate multimodal bugs." + "reason": "Both tokenizer regressions, but model-specific codec/regex issues are distinct." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Buffer registration/readback bug and Deepspeed double optimizer step are unrelated." + "reason": "Buffer registration/read issue vs optimizer stepping twice under DeepSpeed; unrelated." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD arguments being ignored is a runtime optimizer bug, not a documentation typo." + "reason": "Optimizer behavior bug vs a docs mismatch for set_training; not duplicates." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different tokenizer behavior regression vs Pegasus model output regression; not the same defect." + "reason": "Tokenization v5 regression vs model output regression on Pegasus; different affected components." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen3.5-MoE issues." + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan for Qwen3.5 MoE; different defects." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained and tokenizer save_pretrained metadata mismatch are distinct serialization problems." + "reason": "FP8 save_pretrained bug vs tokenizer_class metadata mismatch; separate save/pretrained paths." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + "reason": "Version pin bump issue vs leftover dummy classes in dummy_pt_objects.py; unrelated maintenance problems." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Missing image_utils import and dummy class cleanup are different repository hygiene problems." + "reason": "Tokenizer save metadata bug vs DeepSpeed optimizer double-step; no common code path." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer config save metadata and Deepspeed double-step behavior are unrelated." + "reason": "Missing import from image_utils vs dummy class cleanup; different namespace/export issues." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta and MLflow failure reporting are unrelated." + "reason": "Flash Attention 2 support question for XLM-Roberta vs MLflow reporting on failed training." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related, but not the same object or code path." + "reason": "Training/MLflow failure vs Llama 3.2 vision model-loading breakage; unrelated." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Failed-job MLflow handling is unrelated to Llama 3.2 Vision model loading regression." + "reason": "Both save_pretrained-related, but FP8 moe state vs processor file persistence are different bugs." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register behavior change are separate issues." + "reason": "Pegasus v4/v5 output regression vs AttentionInterface.register behavior change; not the same issue." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and processor save_pretrained file omission do not share the same underlying bug." + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; different subsystems and symptoms." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Incorrect multimodal config defaults and junk-filled non-persistent buffers are distinct initialization bugs." + "reason": "B200 FP8 inference failure vs missing chat template in processor; unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow failure reporting and CustomTrainer compute_loss signature mismatch are unrelated trainer issues." + "reason": "MLflow job reporting bug vs CustomTrainer.compute_loss signature breakage; different training-layer issues." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job reporting and embedding reinitialization after resize are different bugs." + "reason": "Failed-job reporting vs embedding resize/post_init reinitialization bug; no shared underlying defect." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config init vs non-persistent buffer junk-fill in v5; different object-construction problems." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors." + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; both import errors but unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limit and AttentionInterface.register behavior change are unrelated." + "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; no common code path." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5-MoE from_pretrained error are different regressions." + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; different failures." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer behavior change across versions and FP8 inference on B200 are unrelated." + "reason": "Tokenizer behavior regression across versions vs FP8 inference failure on B200; unrelated." } ] }, @@ -13049,8 +13096,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -13110,241 +13157,245 @@ "issue:45381|issue:46305", "issue:44206|issue:45103", "issue:43232|issue:46424", - "issue:44190|issue:46082", - "issue:44222|issue:44484", "issue:44734|issue:46421", "issue:44295|issue:44623", "issue:44263|issue:45092", + "issue:44222|issue:44484", "issue:43232|issue:45834", + "issue:44190|issue:46082", "issue:44373|issue:44485", "issue:43723|issue:44871", "issue:43723|issue:44991", - "issue:44483|issue:45406", "issue:44279|issue:46328", + "issue:44483|issue:45406", "issue:44263|issue:44360", - "issue:42907|issue:46050", "issue:30990|issue:38175", + "issue:42907|issue:46050", "issue:45092|issue:45357", "issue:43644|issue:46305", - "issue:44829|issue:46002", "issue:44261|issue:45092", + "issue:44829|issue:46002", "issue:42831|issue:45310", "issue:41628|issue:43824", + "issue:43408|issue:46402", "issue:42831|issue:44038", - "issue:43408|issue:46402" + "issue:44263|issue:44373" ], - "prepared_review_unit_hash": "7a9ffaf4477106e910be7c97e7162d1c4885ac431d5b1e56ce08e84bbb8ad724", + "prepared_review_unit_hash": "cb7dea1d0fddad1ab40675001b6e442b57a7c60a61eb7627ec13f62dba7f6236", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35554, - "estimated_input_tokens": 8889, - "estimated_eval_tokens": 18034 + "soft_pair_count": 30, + "serialized_chars": 35850, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not represent one coherent duplicate set. The only plausible duplicate pair is the v5 tokenizer-loading regression (43723/44991); all other soft edges look like distinct bugs in different subsystems or models.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 43723 is the best umbrella candidate because it states the broad v5 tokenizer-loading failure, which is the closest match to the only plausible duplicate pair in the cluster.", + "summary": "The soft-edge candidates are mostly false positives: they share broad themes like v5 regressions, loading/import errors, or cache/model issues, but not the same concrete bug or code path. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43723 is the most representative issue here: it is broad enough to subsume a specific tokenizer-loading instance like 44991, while the rest of the cluster is unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Different models and failure modes: SAM3 video encoder attribute error vs MoonshineStreaming sliding-window off-by-one." + "reason": "Different models and failure modes: SAM3 video attribute error vs MoonshineStreaming sliding-window off-by-one." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different packages; not the same bug." + "reason": "Both are import errors, but for unrelated symbols in different code paths/packages." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer-loading regression vs flash-attention generation quality issue; unrelated code paths." + "reason": "Tokenizer loading regression vs flash-attention generation quality issue; not the same bug." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both concern config validation, but they are different checks on different configs and are not the same underlying defect." + "reason": "Generic PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; different scope and root cause." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both are off-by-one style reports, but they affect different models/components and do not look like one shared bug." + "reason": "Qwen2.5-VL vision position_ids bug vs streaming mask off-by-one in another model." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument crash and auto-docstring AttributeError are unrelated." + "reason": "Unsupported feature extractor arg crash vs auto-docstring crash from future annotations; unrelated code paths." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Both are generation/cache related, but one is a sync_gpus kwargs bug and the other is cache-length handling for quantized cache." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Local dataset loading in an example script vs LlamaConfig head_dim validation; unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "Saving FP8 MoE weights and max_shard_size behavior are different save_pretrained concerns." + "reason": "Generation kwargs update bug after sync_gpus vs cache length configuration behavior; different mechanisms." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "Serve KV-cache indexing crash vs cache lazy-init recompilation; different concrete problems." + "reason": "KV-cache continuation tensor indexing crash vs lazy cache init causing recompilation; not the same defect." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access bug and missing processor save files are unrelated." + "reason": "Reading a buffered position_ids error vs processor.save_pretrained missing files." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer torch.split behavior vs InternVL2 meta-init incompatibility; not the same bug." + "reason": "torch.split return-value bug in one model component vs remote-code/meta-init incompatibility in another." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs discussion about max_shard_size default; unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs after sync_gpus and Kosmos2.5 OCR index error are unrelated." + "reason": "Generation kwargs bug vs long OCR index error; different code paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading script issue vs LlamaConfig head_dim rejection." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring is not the same as a RoPE implementation bug." + "reason": "Docstring typo for position_ids vs GLM-5 RoPE implementation bug; not duplicates." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer-loading regression vs eos_token_id configuration inconsistency; different symptoms and fixes." - }, - { - "left": "issue:43723", - "right": "issue:44991", - "accept": true, - "reason": "Both describe v5 tokenizer-loading failures; 44991 looks like a model-specific instance of the broader regression in 43723." + "reason": "Tokenizer loading failure vs eos_token_id configuration mismatch." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43723", + "right": "issue:44991", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated server/processor failures." + "reason": "Both involve tokenizer loading in v5, but they appear to be model-specific failures with different symptoms/root causes." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Dependency trouble vs a pad() performance issue; no shared underlying bug." + "reason": "Generic dependency issue vs SequenceFeatureExtractor.pad performance bug." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Same broad DSA area, but one is about split outputs and the other about a missing ReLU; distinct fixes." + "reason": "Chat/completions request handling issue vs Gemma4Processor missing _tokenizer attribute." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Both involve save/load of quantized models, but different quantization methods and failure points." + "reason": "Same component family, but one is about torch.split results and the other about a missing ReLU; different underlying bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Completely different models and symptoms: loading hang vs zero probabilities." + "reason": "Sentence Transformers loading hang vs zero-probabilities output on a SigLIP model." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs sinq quantized model save/load breakage; different quantization paths." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different bugs." + "reason": "Old InternVL2 remote-code/meta-init incompatibility vs incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk in v5.0 vs a streaming window off-by-one; unrelated." + "reason": "Non-persistent buffer initialization bug vs sliding-window mask off-by-one." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Degenerate training with flash_attention_3 and NaNs on checkout/init are different classification-head issues." + "reason": "MLA q_a_layernorm precision/config issue vs remote-code checkpoint meta-init incompatibility." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and InternVL2 meta-init incompatibility are unrelated." + "reason": "Degenerate training with flash_attention_3 vs NaNs from checkout+init; similar symptom class but different causes." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different code paths." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different classes/symbols and do not look like one shared defect." + "reason": "Missing imports, but for different APIs/models and different failure modes." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model type warning for sam3_video/sam3_tracker vs SAM3 text encoder weights not loading." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Accuracy regression in FP8 vs Qwen3-VL-Moe bug; not the same problem." + "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; no shared concrete code path." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "SAM3 model-type warning and SAM3 text-encoder weight loading are different issues." + "reason": "Implementation bug in DSA indexer vs docstring issue for position_ids." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is conservative. The only accepted soft edge, 43723/44991, is a credible same-bug/tokenizer-loading match, and the other rejections are appropriately 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 }, @@ -13356,8 +13407,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -13412,237 +13463,236 @@ ], "soft_pairs": [ "issue:43479|issue:44913", - "issue:43761|issue:46082", - "issue:44263|issue:44373", "issue:39401|issue:44568", + "issue:43761|issue:46082", "issue:22355|issue:27957", "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:42886|issue:43066", - "issue:42886|issue:42994", "issue:22355|issue:28218", + "issue:42886|issue:42994", "issue:44368|issue:46305", "issue:42831|issue:45753", "issue:43408|issue:46369", "issue:43232|issue:45593", "issue:43576|issue:43784", "issue:44295|issue:44297", - "issue:43550|issue:46132", "issue:43646|issue:46002", - "issue:44117|issue:44704", + "issue:43550|issue:46132", "issue:42371|issue:44263", + "issue:44117|issue:44704", "issue:43756|issue:44060", "issue:30990|issue:33357", "issue:44188|issue:44373", "issue:42907|issue:44945", "issue:43122|issue:44521", - "issue:39401|issue:44488", + "issue:44261|issue:44373", "issue:41628|issue:45278", "issue:43122|issue:46326", - "issue:44261|issue:44373" + "issue:39401|issue:44488" ], - "prepared_review_unit_hash": "cb70cbd768e6da7372972bab4c5885772eac0cef6e22d7dad304a88aa5de77d8", + "prepared_review_unit_hash": "e3d0f3d95493f286f0723b2827a0a475df568d75fe26f789dc2143e94bc9b5e3", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35977, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "soft_pair_count": 28, + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated standalone issues across tokenization, config, import, quantization, generation, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug or change, so there is no strong duplicate cluster here.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42886 is the clearest concrete regression to anchor triage because it has a specific failure mode, version, and repro; however, the overall set is heterogeneous rather than one duplicate family.", + "summary": "Mostly a loose collection of unrelated transformer issues; the soft pairs are thematically similar in a few places (tokenizers, imports, version regressions) but do not look like the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 43122 is the clearest concrete regression report among the set: it describes a specific tokenizer behavior change across versions with a reproducible symptom, making it the best representative of the tokenizer-regression subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is the best single representative issue because it is precise and reproducible (offline tokenizer cache loading regression), but it should not be treated as a canonical duplicate for the whole set.", + "best_issue_reason": "43122 has the strongest standalone bug signal and the cleanest versioned repro, so it is the most suitable anchor issue for this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different bugs: multimodal config defaulting vs GPTNeoX config reload losing rotary_pct." - }, - { - "left": "issue:43761", - "right": "issue:46082", - "accept": false, - "reason": "Different code paths: CLIPVision hidden_states regression vs LlamaConfig head_dim validation." + "reason": "Different bugs: multimodal config defaults vs GPTNeoX rotary_pct reloading." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Runtime indexing/splitting bug vs a docstring wording issue; not the same bug." + "reason": "Both concern tokenization, but one is offset_mapping and the other is add_special_tokens/BOS-EOS behavior." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "Tokenizer offset_mapping regression vs BOS/EOS special-token insertion failure." + "reason": "Unrelated code paths: CLIP vision hidden_states regression vs LlamaConfig head_dim validation." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module import and XLMRoberta FlashAttention2 support are unrelated." + "reason": "Missing module import error vs XLM-R Flash Attention 2 support/problem." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing import from huggingface_hub is not the same as broad v5 import breakages." + "reason": "Specific huggingface_hub import failure vs broad import errors after upgrading Transformers." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "FlashAttention2 model support issue vs sentence-transformers loading hang; different symptoms and causes." + "reason": "Flash Attention/model support issue vs Sentence-Transformers loading hang." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure is unrelated to tokenizer decoder type selection in v5." + "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Tokenizer cache/offline bug vs quantized model saving failure." + "reason": "Different symptoms: missing transformers.onnx module vs extra space after added token." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "ONNX import failure and extra-space tokenization behavior are unrelated." + "reason": "Tokenizer cache/offline loading vs quantized model saving failure." }, { "left": "issue:44368", "right": "issue:46305", "accept": false, - "reason": "A tied-weights warning is not the same as a streaming mask off-by-one bug." + "reason": "Warning about tie_word_embeddings vs an off-by-one sliding-window mask bug." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs multimodal infinite-loop behavior; different failures." + "reason": "FP8 accuracy issue vs Qwen image infinite loop; different failures." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Model-type warning on instantiation vs memory overflow in a different model path." + "reason": "Model-type warning on sam3_* configs vs memory overflow in sam3-litetext." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs/sync_gpus bug vs D-FINE auxiliary-loss behavior." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken CLI env command vs import-time NameError in sentence-transformers integration." + "reason": "Broken env command vs import NameError in sentence-transformers." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "position_ids buffer read error vs tokenizer_class metadata mismatch on save_pretrained." - }, - { - "left": "issue:43550", - "right": "issue:46132", - "accept": false, - "reason": "torch.compile SDPA failure in Bamba and AttentionInterface.register behavior change do not share a concrete root cause." + "reason": "Reading a registered position_ids buffer vs tokenizer_class mismatch on save." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage in v5 vs NaNs in classification heads are different regressions." + "reason": "Custom model initialization breakage vs NaNs in classification heads." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are separate loader bugs." + "reason": "torch.compile SDPA failure vs AttentionInterface.register behavior change." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning/behavior is unrelated to torch.split output handling." + "reason": "TF32 settings warning vs torch.split return-value issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor kwargs forwarding." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; not the same issue." + "reason": "Smollm3 RoPE-layer configuration bug vs Qwen3-Next tied-weights warning." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang and MacOS bus error are different failure modes with no shared concrete bug." + "reason": "Loading hang for sentence-transformers vs Mac bus error on a community CLIP model." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring typo." + "reason": "Attention-kernel divergence under torch.compile vs a docstring typo." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized/dequantized save failure vs pipeline parallelism output correctness are different problems." + "reason": "Saving dequantized models vs incorrect pipeline-parallel output behavior." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization drift across versions vs multimodal assistant_masks all-zero bug are unrelated." + "reason": "Tokenizer output changes across versions vs multimodal assistant_mask generation." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3 offset-mapping bug and failure to load cjvt/sleng-bert are not the same underlying issue." + "reason": "Missing rms_norm_eps precision issue vs wrong docstring." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Single missing AutoImageProcessor import vs broad post-upgrade import errors are too different to merge." + "reason": "AutoImageProcessor import error vs broad import failures after upgrade." }, { - "left": "issue:43761", - "right": "issue:44373", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "A CLIPVision forward regression is not a docstring issue." + "reason": "Versioned tokenization regression vs continue_final_message bug in mistral_common tokenizers." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping vs failing to load a specific model; different symptoms." + }, + { + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "MLA q_a_layernorm precision/config bug is unrelated to a docstring mistake." + "reason": "Model-type mismatch warning vs memory overflow; not the same bug." } ] }, @@ -13661,8 +13711,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -13715,8 +13765,8 @@ "issue:45753" ], "soft_pairs": [ - "issue:42907|issue:43937", "issue:43784|issue:45600", + "issue:42907|issue:43937", "issue:43976|issue:44945", "issue:44704|issue:45290", "issue:42907|issue:44964", @@ -13729,10 +13779,10 @@ "issue:43122|issue:44514", "issue:43408|issue:43475", "issue:43122|issue:44779", - "issue:44038|issue:44222", "issue:42907|issue:43452", - "issue:45216|issue:45478", + "issue:44038|issue:44222", "issue:43824|issue:44351", + "issue:45216|issue:45478", "issue:22355|issue:29159", "issue:42757|issue:44351", "issue:36296|issue:43116", @@ -13741,219 +13791,219 @@ "issue:43493|issue:45753", "issue:43066|issue:44779", "issue:22355|issue:29127", - "issue:42673|issue:45072", "issue:43992|issue:44704", + "issue:42673|issue:45072", "issue:38617|issue:45278", "issue:43937|issue:44485" ], - "prepared_review_unit_hash": "ad0c029c9c7a4ca920560f3f8e3fdf856e028e09a99df3a46c074b02b5160d96", + "prepared_review_unit_hash": "815e78445beccca54e7419327fdde6d67de0864a383ab1e44d90b79ede3d8d54", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35759, - "estimated_input_tokens": 8940, - "estimated_eval_tokens": 18136 + "serialized_chars": 35763, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are false positives; these items span unrelated bugs across imports, tokenizers, model loading, chat templates, and training, not one duplicate cluster.", + "summary": "This is not a duplicate cluster: the issues span unrelated import errors, tokenizer regressions, model-specific bugs, packaging problems, and training/runtime failures. No soft edge looks like the same underlying bug or change.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the cluster is too heterogeneous to map to one underlying bug.", - "canonical_pr_reason": "No PRs present in the cluster.", - "best_issue_reason": "No issue is a strong global representative because the accepted-overlap signal is absent and every soft edge is a mismatch.", - "best_pr_reason": "No PRs present.", + "canonical_issue_reason": "No single canonical issue fits this set; the items are heterogeneous and do not share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate: none of the issues is a clear representative of a common duplicate group.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Dequantized save failure for Ministrals/Devstrals vs GLM-5 generation config validation; different models and code paths." + "reason": "Different import-time failures: sentence-transformers nn NameError vs stale auto_mappings Sam3LiteText references." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "sentence-transformers import NameError vs Sam3LiteText auto-mappings CI breakage; unrelated import/mapping bugs." + "reason": "Save-pretrained/dequantized model saving bug vs GLM-5 generation config validation error." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism; different failure modes." + "reason": "Python version compatibility failure vs incorrect outputs under pipeline parallelism." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwarg forwarding to cached_file vs chat-template crash on tool-call assistant messages; different subsystems." + "reason": "AutoProcessor cached_file kwargs bug vs chat template crash on tool-call assistant messages." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Save/dequantization bug vs inability to load Phi-4 multimodal model; different model families and paths." + "reason": "Model save/dequantization issue vs inability to load Phi-4 multimodal model." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset_mapping regression vs multimodal assistant_mask generation; tokenization offsets are not the same bug as chat-template masking." + "reason": "Qwen3 tokenizer offset mapping bug vs multimodal assistant_mask all-zero bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained error vs tokenizer_config tokenizer_class mismatch on save; different load/save issues." + "reason": "Qwen3-VL-Moe model bug vs tokenizer.save_pretrained class mismatch." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script multi-label classification returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated example vs model-input bug." + "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer/ReLU discussion vs GLM-5 RoPE implementation; entirely different technical areas." + "reason": "DSA indexer architecture discussion vs GLM-5 RoPE implementation discussion." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs flash_attention_3 degenerate training; config plumbing and attention-kernel bugs are distinct." + "reason": "Config propagation for Qwen3.5 vs training degeneration with flash_attention_3." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe load failure vs position_ids buffer access error; not the same underlying bug." + "reason": "Qwen3-VL-Moe bug vs position_ids buffer/read regression." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer regression across versions vs batched apply_chat_template crash with padding=False; different code paths." + "reason": "Tokenizer behavior change across versions vs batched processor chat-template crash." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 model-type warning vs missing fpn_position_embeddings attribute in vision encoder output; related family, but not one bug." + "reason": "Model-type warning for sam3_tracker vs missing fpn_position_embeddings on Sam3VisionEncoderOutput." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Generic tokenization differences in v5 vs Deepseek-specific incorrect tokenization; too broad to be the same defect." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained error vs FP8 save_pretrained issue; load-time and save-time bugs differ." + "reason": "General tokenization inconsistency vs Deepseek-specific incorrect tokenization in v5." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized saving bug vs gguf_file loading breakage for AutoTokenizer/AutoModelForCausalLM; different serialization paths." + "reason": "Model save failure vs gguf_file breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Qwen3.5 save_pretrained checkpoint regression vs Qwen3.5 Moe from_pretrained error; same model family, but different save/load failures." + "reason": "Qwen3-VL-Moe model bug vs FP8 save_pretrained issue for MoE models." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export; both import errors, but for different symbols and modules." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5-Moe from_pretrained error on newer transformers." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; import failure and tokenizer behavior bug are unrelated." + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "huggingface_hub missing is_offline_mode vs transformers missing HybridCache; different packages and missing symbols." + "reason": "Different missing symbols from different modules: is_offline_mode vs HybridCache." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug vs example script multi-label classification issue; distinct workloads and symptoms." + "reason": "Tensor parallel training bug vs example script multi-label classification output bug." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "BF16-to-FP32 embedding dtype change in evaluate vs incorrect pipeline-parallel outputs; different bugs." + "reason": "Embedding dtype mismatch in evaluate vs pipeline parallelism producing wrong LLM output." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing tensorflow in extras install vs Python 3.14 load failure; packaging/dependency issue versus interpreter compatibility." + "reason": "Pip backend extra dependency problem vs Python 3.14 loading failure." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 HF vs JAX discrepancy vs Qwen3_5 infinite loop on a specific image; unrelated model families." + "reason": "SigLIP2 JAX/HF implementation discrepancy vs Qwen3_5 image-specific infinite loop." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 vs Deepseek tokenizer incorrect results; both tokenizer regressions, but not the same concrete defect." + "reason": "Wrong decoder type in Transformers v5 vs Deepseek tokenizer regression." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx import failure vs LayoutLMv3 error-message clarity; unrelated import and UX bugs." + "reason": "ONNX import failure vs LayoutLMv3 error-message clarity issue." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM with multiple dataloader threads vs dtype mismatch CI failure; different mechanisms and symptoms." + "reason": "Missing embed_tokens weight in UMT5Encoder vs cached_file kwargs forwarding bug." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder load vs AutoProcessor kwarg forwarding; unrelated model loading vs processor plumbing." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs dtype mismatch in CI inference for other models." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing layer_type_validation import vs broad 'many import errors' report; 45278 is an umbrella symptom, not the same bug." + "reason": "Missing layer_type_validation import vs broad import errors after version upgrade." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation config invalid vs GLM-5 RoPE implementation; same model family but different concrete bugs." + "reason": "GLM-5 generation config invalidity vs GLM-5 RoPE implementation discussion; related model family but different concrete failures." } ] }, @@ -13972,8 +14022,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -14001,6 +14051,7 @@ "issue:44075", "issue:44117", "issue:44188", + "issue:44222", "issue:44291", "issue:44355", "issue:44380", @@ -14013,7 +14064,6 @@ "issue:45081", "issue:45083", "issue:45310", - "issue:45357", "issue:45405", "issue:45446", "issue:45478", @@ -14026,22 +14076,22 @@ "issue:46328" ], "soft_pairs": [ + "issue:44355|issue:46231", "issue:44188|issue:46328", "issue:43611|issue:46002", - "issue:44355|issue:46231", "issue:43116|issue:43493", "issue:42371|issue:43874", "issue:42222|issue:43441", "issue:44038|issue:45478", - "issue:43976|issue:45446", - "issue:45357|issue:45478", "issue:44075|issue:44936", + "issue:43976|issue:45446", "issue:43116|issue:43825", + "issue:44222|issue:45478", "issue:45083|issue:45446", "issue:43064|issue:43673", "issue:33453|issue:39401", - "issue:39401|issue:44779", "issue:43937|issue:45563", + "issue:39401|issue:44779", "issue:44117|issue:45588", "issue:44380|issue:46077", "issue:42673|issue:43906", @@ -14056,217 +14106,226 @@ "issue:43122|issue:46298", "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "56e71963df02f4a9f7ffd4bc90e52bbc33c45d97a06a153b736d75b5eee26cde", + "prepared_review_unit_hash": "4a5758481649506a2cec142260b325e8a4e6b381c59a0942b23e16ce4b2d7a7d", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35703, - "estimated_input_tokens": 8926, - "estimated_eval_tokens": 18108 + "serialized_chars": 35637, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers v5 regression reports across unrelated subsystems. The only especially close pair is the two Qwen3.5 MoE `from_pretrained` reports, which look duplicate-like from the titles alone, but the metadata still does not prove a shared root cause. Issue:43122 is a reasonable representative tokenizer-regression issue, but the cluster as a whole is too mixed to treat as one bug.", - "confidence": 0.55, - "canonical_issue_reason": "issue:43122 is a reasonable representative tokenizer-regression report: its title clearly points to a version-dependent tokenization change, and it sits within the tokenizer-related subset of the cluster. I\u2019m not relying on unseen repro/body details.", + "summary": "This cluster is very heterogeneous: it mixes tokenizer regressions, model-specific loading/generation bugs, training/runtime issues, and documentation problems. I do not see any pull requests in the set, and none of the soft-linked pairs look like safe duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 33453 is the broadest and earliest tokenizer-loading regression report, so it is the best single representative for the small tokenizer-related subset of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best representative issue to keep because it is one of the clearest tokenizer-regression reports in the set and serves as a sensible anchor for that small subgroup, even though the overall cluster remains mixed.", + "best_issue_reason": "Issue 33453 has the most generic problem statement and best matches the cluster's recurring tokenizer-regression theme, even though many other items are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Different problem domains: compiled Python-file errors vs a documentation parameter-name mismatch." + }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence and padding-performance regression are different bugs in different paths." + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model-loading `base_model_prefix` failure and NaNs in classification heads are distinct symptoms and likely distinct causes." - }, - { - "left": "issue:44355", - "right": "issue:46231", - "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + "reason": "Model-loading failure with base_model_prefix is unrelated to NaNs in classification heads." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Empty multi-label classification outputs and a SigLIP2 implementation discrepancy are different issues." + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are different code paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance is unrelated to a missing image-processor method." + "reason": "TF32 API guidance and a missing GLM46V image-processor method are unrelated issues." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different code paths." + "reason": "Vitpose breakage and Ministral flash-attention failure are different model-specific regressions." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Very similar Qwen3.5 MoE `from_pretrained` failures with identical-looking titles, but metadata alone does not prove the same underlying bug." + "reason": "Both mention Qwen3 Moe loading, but they target different model variants and likely different failures." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Python-version compatibility and a PyTorch version-check bug are different problem classes." + "reason": "Unused SGD args and trainer.evaluate() failing after train are not the same bug." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a `save_pretrained` serialization issue and the other is a `from_pretrained` load failure." + "reason": "Python version incompatibility is unrelated to an AuxRequest import version-check bug in flex_attention." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Ignored SGD args and `trainer.evaluate()` failing after `trainer.train()` are separate training bugs." + "reason": "A multi-label example-script bug is unrelated to a pipeline() error-message/documentation issue." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Classification example output bug and pipeline translation messaging/docs issue are unrelated." + "reason": "FP8 save_pretrained behavior and Qwen3.5 Moe from_pretrained loading are different issues." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3 omni feature-length helper and flex_attention version checking are different subsystems." + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to the flex_attention version check." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GenerationMixin cache handling are distinct issues." + "reason": "Wrong optimizer states under FSDP/PEFT is unrelated to missing GenerationMixin cache in chunked_prefill." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both tokenizer-related, but the loading regression and the Qwen3 offset-mapping bug are not the same concrete failure." + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping correctness are different concrete failures." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Offset-mapping correctness and Deepseek tokenization output changes are different tokenizer bugs." + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation issues." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "GenerationConfig validation and a stale warning about `num_return_sequences` are unrelated." + "reason": "Both are tokenizer-related, but they concern different models and different incorrect outputs." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping lookup handling and a flash-attention `s_aux=None` crash are not the same bug." + "reason": "Tokenizer mapping None and flash_attention crashing on s_aux=None are unrelated code paths." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Different attention-mask/scaling problems in different models and backends." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as Gemma4 bidirectional-mask construction." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leakage across dataloader threads and an isolated reproduction issue are only loosely related at best." + "reason": "VRAM leakage in dataloader threads is unrelated to an isolated reproduction of another issue." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing removed pipelines and an import/version check bug are different issues." + "reason": "Docs still mentioning pipeline() and a PyTorch version check bug are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-processor shape mismatch and missing `torchvision` crash are distinct failure modes." + "reason": "Batched video-processor shape bug and missing torchvision crash are different failures." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing and feature-extractor padding performance are unrelated subsystems." + "reason": "Missing cache in generation and a numpy-list conversion slowdown are unrelated performance/correctness issues." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Tied-weight serialization inconsistency and NaNs after checkout/init do not appear to share a root cause." + "reason": "lm_head.weight serialization inconsistency is not the same as NaNs after checkout/init." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument handling and `PretrainedConfig` type checking are different bugs." + "reason": "Unexpected init_empty_weights argument handling and PretrainedConfig type checking are different regressions." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid generation config and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "GenerationConfig validation failure is unrelated to Qwen3.5 flash-attention generation problems." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A packaging/version pinning issue is not the same as a PyTorch version check bug." + "reason": "An unreleased PEFT version bump is unrelated to a flex_attention import/version check." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen-family load problems with different symptoms and likely different code paths." + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained errors are different bugs." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression and noisy logging are unrelated." + "reason": "Tokenizer output changes across versions are unrelated to a noisy logging message." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping-name handling and the Mistral regex patch crash are different tokenizer bugs." + "reason": "Tokenizer mapping None and a Mistral regex patch crash are different tokenizer-loading failures." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file errors do not match a documentation typo in set_training()." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe and Qwen3.5 Moe errors are different model families despite similar wording." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The clustering is broadly plausible, but a few claims are too strong for the evidence available in the packet. In particular, calling issue:44038 and issue:45478 the \"same underlying bug\" is not well-grounded from the metadata alone; they are clearly similar, but the packet does not prove duplication. Also, the canonical/representative reasoning for issue:43122 leans on reproduction/body details that are not present in the packet. Please soften those verdicts and keep the summary more conservative, e.g. \"most likely duplicate-like pair\" and \"reasonable representative tokenizer-regression issue.\"" - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14279,8 +14338,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -14337,13 +14396,13 @@ "issue:45341|issue:45561", "issue:38617|issue:41628", "issue:45341|issue:46328", - "issue:44829|issue:45216", "issue:42222|issue:46178", + "issue:44829|issue:45216", "issue:42617|issue:45341", "issue:45362|issue:46328", "issue:43408|issue:43742", - "issue:42673|issue:43582", "issue:39401|issue:43421", + "issue:42673|issue:43582", "issue:44877|issue:46231", "issue:42490|issue:42673", "issue:42371|issue:44261", @@ -14353,226 +14412,229 @@ "issue:44933|issue:45278", "issue:43066|issue:43122", "issue:42222|issue:45542", - "issue:44410|issue:45478", "issue:42371|issue:42831", + "issue:44410|issue:45478", "issue:44075|issue:45656", - "issue:43012|issue:43577", "issue:44483|issue:45464", "issue:42175|issue:42222", "issue:43097|issue:44493", + "issue:43012|issue:43577", "issue:43673|issue:45341", "issue:41628|issue:45071", "issue:44263|issue:44485" ], - "prepared_review_unit_hash": "52cf101f77fbda400c12258bd6a023b52c547964b1e89a230d4660bfb266307d", + "prepared_review_unit_hash": "2b07ee29982bed7f75aee84c2a6803ea85ea3b7ad80d07e018295c6c8c924299", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35945, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 35951, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer regressions, backend/config issues, model-specific failures, and performance/behavior bugs. None of the soft pairs looks like the same underlying issue with a plausible single fix, so there is no strong canonical duplicate here.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the items are not one bug family and the closest-looking pairs still point to different code paths or symptoms.", - "canonical_pr_reason": "No pull requests were provided in the cluster.", - "best_issue_reason": "No best representative issue: this is not a tight duplicate cluster, so any one issue would misrepresent the rest.", - "best_pr_reason": "No pull requests were provided in the cluster.", + "summary": "This cluster is mostly a grab bag of unrelated issues. Only the tokenizer-v5 pair looks like the same underlying regression; the rest are too broad or point to different code paths.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43066 is the clearest root-cause style report for the accepted tokenizer regression: it names the v5 tokenizer decoder mismatch directly, whereas issue:43122 describes a user-visible symptom of changed tokenization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the best representative issue because it is specific, technical, and likely captures the underlying cause of the tokenizer behavior change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing_utils, but one is a vague \"little bug\" and the other is a specific xdist race on captured_info.txt; not the same concrete bug." + "reason": "Both involve testing utilities, but one is a small bug and the other is a pytest-xdist race in captured_info.txt; not the same defect." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols and code paths (`layer_type_validation` vs `AutoImageProcessor`)." + "reason": "Both are import errors, but they are for different missing symbols and different modules." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "One is a testing_utils bug and the other is a SequenceFeatureExtractor.pad performance issue; unrelated functionality." + "reason": "A testing-utils bug and a SequenceFeatureExtractor padding performance issue are unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + "reason": "VitPose breakage and tensorflow_text backend mapping errors are different problems." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "VitPose breakage and a tensorflow_text backend mapping error are unrelated failures." + "reason": "One is a flash-attention training regression, the other is a Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to a generic testing_utils bug." + "reason": "Not the same bug; one is a 3d_parallel.py runtime failure, the other is a testing utility bug." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crashes and feature-extractor padding inefficiency are different code paths and symptoms." + "reason": "Qwen chat crashes and a feature-extractor padding optimization are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3_tracker vs KeyError loading MobileLLM are unrelated model-loading issues." + "reason": "A model-type warning for sam3 and a MobileLLM load key error are different issues." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3.5 inference is not the same as an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Both touch tokenization, but one is wrong offset mappings and the other is runtime post-processor updates for special tokens." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Offset mapping bug and runtime post-processor update bug are both tokenizer-related but distinct underlying problems." + "reason": "VRAM leakage in multithreaded loading and an Apple Silicon TypeError in allocator warmup are unrelated." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are unrelated." + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to the Qwen3.5 VRAM leak." + "reason": "Local-path import warnings and VRAM leakage in dataloader threads are different code paths." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API warning and MLA rms_norm_eps precision issue do not share the same code path." + "reason": "TF32 behavior warnings and MLA layernorm epsilon precision errors are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE from_pretrained error are not the same bug." + "reason": "A shard-size question and a Qwen3.5 MoE from_pretrained error do not describe the same defect." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for configuration_utils and `_torch_extract_fbank_features()` are unrelated issues." + "reason": "ImportError for layer_type_validation and an fbank feature extraction issue are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and an unrecognized model/config.json `model_type` error are different problems." + "reason": "Both concern model loading, but one is invalid GenerationConfig and the other is missing model_type; not the same underlying bug." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing import from image_utils and broad import errors after upgrade are not specific enough to treat as the same bug." + "reason": "A specific missing import from image_utils and a broad multi-import regression after upgrade are not clearly the same issue." }, { "left": "issue:43066", "right": "issue:43122", - "accept": false, - "reason": "Tokenizer decoder type issue and tokenization output differences are related to tokenizers generally but not the same concrete defect." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "VitPose model breakage and a tensorboard-without-TF backend error are unrelated package/backend issues." + "accept": true, + "reason": "Both describe the same v5 tokenizer regression: decoder/type behavior changed and tokenization output differs for the same tokenizer." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Missing layer projections in qwen3next and Qwen3.5 MoE from_pretrained failure are different model-specific issues." + "reason": "VitPose model breakage and TensorFlow backend detection from tensorboard-only installs are unrelated." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior API warning and FineGrainedFP8 accuracy regression are not the same underlying bug." + "reason": "TF32 API warning and FineGrainedFP8 accuracy problems are different issues." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "SGD args not used and optimizer.step called twice with deepspeed are distinct optimizer bugs." + "reason": "Different Qwen-family load failures: missing projections in qwen3next versus Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "A compile-time float32 warning for bf16 models is different from model.dtype staying float32 after loading Blip2." + "reason": "SGD argument handling and deepspeed double-step behavior are separate optimizer bugs." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both touch chat/completions, but one is a general request-acceptance failure and the other is streaming inference on Qwen3.5-0.8B; not the same concrete issue." + "reason": "A generic /v1/chat/completions incompatibility and a model-specific streaming failure are not the same problem." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow missing from a torch install and broken vitpose models are unrelated." + "reason": "TensorFlow backend packaging and VitPose model breakage are unrelated." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression classes." + "reason": "One is a removed config attribute, the other is unexpected key warnings with position ids; too different to be duplicates." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a warning during compile and the other is incorrect float32 loading state." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing in chunked_prefill and a testing_utils bug are unrelated." + "reason": "Generation cache behavior in v5.0.0 and a testing-utils bug are unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor and PreTrainedConfig type-checking breakage are different API regressions." + "reason": "ImportError for AutoImageProcessor and PreTrainedConfig type-checking regressions are different issues." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value handling and GLM-5 RoPE implementation are not the same bug." + "reason": "A torch.split return-value issue and a RoPE implementation discussion are not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted tokenizer pair is well supported by the titles, and the rejected soft-edge pairs are generally justified by clear topic differences rather than speculative duplication claims." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14584,8 +14646,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -14642,270 +14704,270 @@ "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:43931|issue:44410", + "issue:44484|issue:45478", "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43335|issue:45071", "issue:45003|issue:45341", - "issue:43986|issue:45341", "issue:44933|issue:46231", - "issue:43673|issue:46123", + "issue:43986|issue:45341", "issue:45753|issue:46369", + "issue:43673|issue:46123", "issue:44117|issue:44987", - "issue:43986|issue:44484", "issue:43874|issue:44263", - "issue:43531|issue:45341", + "issue:43986|issue:44484", "issue:45440|issue:46172", + "issue:43531|issue:45341", "issue:43986|issue:45372", "issue:44261|issue:44485", "issue:43097|issue:45588", "issue:43097|issue:46050", - "issue:43064|issue:44315", "issue:38617|issue:42757", + "issue:43064|issue:44315", "issue:43502|issue:43992", - "issue:44062|issue:44117", "issue:44410|issue:45375", "issue:44038|issue:44410", "issue:42890|issue:46298", + "issue:44062|issue:44117", "issue:38617|issue:44351", "issue:43097|issue:43873" ], - "prepared_review_unit_hash": "9e425f4e53b74e13853e24ee46aadf00204bf2d389b49431f7778b16b98d6f09", + "prepared_review_unit_hash": "3dea31845b94860a8b788cc678413752de396cd26f6683aa62a7cf5e9cc0390b", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37659, - "estimated_input_tokens": 9415, - "estimated_eval_tokens": 19086 + "serialized_chars": 37650, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are distinct model-specific regressions, import errors, or unrelated docs/tests issues. I did not find any soft pair that looks like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43097 is the best anchor because it\u2019s a broad v5 release regression with downstream impact, whereas most other items are narrower model- or subsystem-specific failures.", + "summary": "No soft edge looks like a true duplicate: the cluster is a broad mix of unrelated issues (imports, config regressions, model-specific loading bugs, FlashAttention problems, and test failures).", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43097 is the clearest concrete regression report with a specific failure mode, version context, and detailed reproduction; the rest of the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the most representative and highest-level issue in the set: a release-wide API removal/regression that plausibly sits near the center of the cluster.", + "best_issue_reason": "43097 is the strongest standalone issue to anchor the cluster because it describes a reproducible runtime failure rather than a vague symptom or cosmetic problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different bugs in different multimodal models: missing image-patch helper vs missing rms_norm_eps in a layernorm config." + "reason": "Different models and failure modes: image-patch counting vs a normalization epsilon precision issue." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Unrelated failures: PretrainedConfig type-checking regression vs TensorFlow backend import handling." + "reason": "Unrelated regressions: config type checking versus a TensorFlow backend import/runtime error." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they concern different models and different support paths." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading errors." + "reason": "Both mention Flash Attention 2, but they are different model-specific support issues with different code paths." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different code paths: GlmMoeDsaIndexer torch.split behavior vs deepseek-v4 dtype/transpose logic." + "reason": "Different bugs in different models: DSA indexer tensor-split behavior versus a DeepSeek-V4 dtype/transpose issue." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer ReLU omission is unrelated to deepseek-v4 comb transpose behavior." + "reason": "One is about a missing ReLU in the DSA indexer; the other is a DeepSeek-V4 tensor transform bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family, but one is a weight-shape load mismatch and the other is missing attention projections." + "reason": "Both are Qwen-family loading issues, but one is a weight-shape mismatch and the other is missing projections in layer 0." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Completely different problems: shard-size defaults versus a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but the models, versions, and failure modes are different enough to be separate bugs." + "reason": "Both involve FlashAttention, but one is a model compatibility failure and the other is a training degeneration bug on flash_attention_3." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen-VL/MoE loading problems with no clear shared underlying defect." + "reason": "Related model family, but distinct failures: one is a shape mismatch, the other a v5/Qwen3-VL-Moe loading breakage." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Tie-embeddings removal is a release API regression; gguf_file loading is a separate tokenizer/model-loading issue." + "reason": "Trainer/FSDP optimizer-state corruption is unrelated to gguf_file pretraining/model-loading breakage." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer misconfiguration is unrelated to config type-checking failures." + "reason": "SwitchTransformers sparse-layer construction and config type checking are unrelated code paths." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access bug and a testing utility bug are different code paths and symptoms." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "Video-model loading without torchvision is unrelated to the testing_utils bug." + "reason": "Different subsystems: unsafe sys.modules access in modeling_utils versus a small testing_utils bug." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Missing image_utils import and a docs parameter-name mismatch are not the same issue." + "reason": "Import failure in image_utils and a documentation/parameter-name mismatch are not the same issue." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Cache handling in GenerationMixin and final-batch pipeline bookkeeping are separate bugs." + "reason": "Video-model loading without torchvision is unrelated to a testing_utils bug." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite-loop generation on one image is unrelated to memory overflow in a different model." + "reason": "Different symptoms and models: Qwen3_5 infinite loop versus SAM3 LiteText memory overflow." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer mapping returning None and a specific model load failure are not clearly the same defect." + "reason": "Generation cache/chunked-prefill behavior is unrelated to mask pipeline final-batch handling." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "No meaningful overlap: torchvision-dependent processor crash vs shard-size behavior in save_pretrained." + "reason": "Tokenizer mapping None handling and a specific model load failure are different bugs." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different model internals: missing image patch count method vs torch.split return-value handling." + "reason": "Different GLM-related failures in different components: image processor method missing versus DSA indexer split behavior." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Qwen3-MoE sliding-window bug is unrelated to a testing utility issue." + "reason": "Video processor dependency handling is unrelated to max_shard_size behavior." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3 MoE divergence and deepseek-v4 comb transpose are different implementation problems." + "reason": "DeepSeekV3MoE divergence is a broad implementation mismatch, not the same as the DeepSeek-V4 comb transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a testing helper bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "No torchvision crash and missing ReasoningEffort import are unrelated import/dependency failures." + "reason": "Missing torchvision for video loading and a mistral_common ReasoningEffort import error are distinct failures." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision/epsilon issue in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation." + "reason": "LayerNorm epsilon precision drift and GLM-5 RoPE implementation are different model internals." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Tie-embeddings API removal is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Trainer/FSDP optimizer-state corruption is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API removal/regression is distinct from quantized model save/load corruption." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "FSDP2+PEFT optimizer-state corruption and Liger application with model_init are different training paths." + "reason": "A distributed-training optimizer-state bug is not the same as quantization save/load corruption." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols from different packages and likely different causes." + "reason": "Both are ImportErrors, but they reference different missing symbols from different modules and likely different fixes." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "local_files_only network leakage is unrelated to missing embed_tokens.weight on UMT5Encoder load." + "reason": "Wrong optimizer states under FSDP2/PEFT and Liger Kernel not applied with model_init are separate training-path issues." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "AddedToken keyword collision and tokenizer mapping returning None are separate tokenizer bugs." + "reason": "Offline-mode API requests and a missing embed_tokens weight are unrelated loading bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing qwen3next projections and missing deepstack_visual_indexes are different config/model-definition issues." + "reason": "Missing attention projections in qwen3next and a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig are different config/model issues." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained failure is not the same as qwen3next layer-0 projection omission." + "reason": "Both are Qwen-family regressions, but they describe different failures and different affected model classes." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Flaky integration test from missing set_seed and noisy logging are unrelated." + "reason": "A flaky integration test due to missing set_seed and a noisy logging message are not duplicates." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and tokenizer-mapping None handling are distinct bugs." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying bug is evident." + "reason": "Both are import-related, but they are different missing symbols from different parts of transformers." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Tie-embeddings API removal is unrelated to offloading/quantization behavior." + "reason": "Distributed optimizer-state corruption and quantization offloading issues are different problems, even if both involve training/loading." } ] }, @@ -14924,8 +14986,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -14954,7 +15016,6 @@ "issue:44077", "issue:44117", "issue:44162", - "issue:44222", "issue:44368", "issue:44380", "issue:44483", @@ -14966,9 +15027,9 @@ "issue:44936", "issue:44938", "issue:45103", - "issue:45478", "issue:45479", "issue:45584", + "issue:45600", "issue:45712", "issue:45753", "issue:46132", @@ -14981,18 +15042,18 @@ "soft_pairs": [ "issue:44936|issue:46365", "issue:44704|issue:45103", + "issue:43824|issue:43986", "issue:44380|issue:46421", "issue:43986|issue:44117", - "issue:43824|issue:43986", "issue:44938|issue:46178", "issue:43066|issue:43906", - "issue:43208|issue:43550", "issue:43992|issue:44484", - "issue:43012|issue:44368", - "issue:43012|issue:43550", + "issue:43208|issue:43550", "issue:43825|issue:44655", + "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:42907|issue:44655", + "issue:43012|issue:44368", "issue:42907|issue:45753", "issue:43097|issue:46298", "issue:43352|issue:44380", @@ -15000,233 +15061,245 @@ "issue:44162|issue:46172", "issue:45584|issue:46365", "issue:44077|issue:46365", - "issue:44380|issue:45479", "issue:44380|issue:46132", + "issue:44380|issue:45479", "issue:43064|issue:44380", - "issue:44222|issue:45478", "issue:44483|issue:44514", "issue:36683|issue:43582", - "issue:43208|issue:43526", "issue:42175|issue:46365", - "issue:42490|issue:43012", + "issue:43208|issue:43526", "issue:43012|issue:44683", + "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:38617|issue:43502" + "issue:38617|issue:43502", + "issue:45600|issue:46298" ], - "prepared_review_unit_hash": "59431ae160898bac43f0c230dbe02f076158a241ffcc45b9a9ee42e4fc27c224", + "prepared_review_unit_hash": "2a8ab0da914bb7c59138dda4146470745082e2c7f35c5066e4447a0eeab324ab", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37444, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are all false positives; this is a heterogeneous set of unrelated import, training, model, backend, and warning issues rather than one duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path closely enough to consolidate.", - "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative exists because the issues span unrelated failures across different subsystems and model families.", - "best_pr_reason": null, + "summary": "This is a heterogeneous set of issues with only superficial title similarity; none of the suggested soft pairs appear to describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated import errors, trainer/runtime bugs, processor/model regressions, and backend-specific failures.", + "canonical_pr_reason": "No pull requests were provided in the cluster, so there is no canonical PR candidate.", + "best_issue_reason": "No single issue is a good global representative because the items do not share one concrete root cause.", + "best_pr_reason": "No PRs are present, so there is no global best PR candidate.", "soft_edge_verdicts": [ { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Different failures: evaluation breaks after training vs import-time Trainer conflict with datasets." + "reason": "Both are training/import related only at a very high level; one is an evaluate-after-train failure, the other is an import conflict with datasets." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different code paths: cached_file kwargs forwarding vs auto-docstring annotation introspection." + "reason": "Different code paths: AutoProcessor kwargs forwarding vs. auto_docstring annotation handling." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import/load issues, but one is a missing model class export and the other is a torchvision-dependent AutoProcessor crash." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation with chunked prefill." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision for video AutoProcessor is unrelated to TOKENIZER_MAPPING_NAMES returning None." - }, - { - "left": "issue:43824", - "right": "issue:43986", - "accept": false, - "reason": "Both are import/loading problems, but one is a missing exported class and the other is a missing optional dependency." + "reason": "One is about missing torchvision for video model loading; the other is tokenizer mapping returning None during from_pretrained." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure is unrelated to a bad BACKENDS_MAPPING backend name." + "reason": "Python 3.14 import failure is unrelated to the tensorflow_text backend mapping error." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of a different issue." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weights in UMT5Encoder is unrelated to the 50GB default shard size question." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile+SDPA failure affect different models and paths." + "reason": "xLSTM training bugs are unrelated to Bamba torch.compile SDPA failures." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to max_shard_size behavior in save_pretrained." + "reason": "Pipeline translation-task messaging is unrelated to saving Pipeline objects with save_pretrained." }, { "left": "issue:43012", - "right": "issue:44368", + "right": "issue:43550", "accept": false, - "reason": "A bfloat16 precision warning is not the same as the tie_word_embeddings warning." + "reason": "A bfloat16 compile warning is not the same failure as Bamba SDPA compile breakage." }, { - "left": "issue:43825", + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy pt object cleanup/check_repo failures are unrelated to a noisy logging message." + }, + { + "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Pipeline task messaging in v5 is unrelated to saving Pipeline objects." + "reason": "Saving dequantized models is a different persistence path than saving pipeline objects." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Dummy PT object leakage is unrelated to a noisy logging message." + "reason": "A PyTorch precision warning is unrelated to the tie_word_embeddings config warning in v5." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and a Qwen3_5 image loop are different bugs." + "reason": "Saving dequantized models and Qwen3_5 infinite-loop behavior are distinct problems." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Config API removal is unrelated to noisy logging." + "reason": "Removed tie_embeddings_and_encoder_decoder behavior is unrelated to a generic noisy log message." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron FlashAttention 2 support gap is not the same as GPT2 attention scaling ignored under backends." + "reason": "Nemotron Flash Attention 2.0 support and GPT2 attention scaling under SDPA/FlashAttention are different backend/model issues." }, { - "left": "issue:43976", - "right": "issue:43352", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Python version incompatibility is unrelated to a model-specific FlashAttention support issue." + "reason": "Nemotron Flash Attention support has nothing to do with Python version compatibility failures." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and deepseek-v4 transpose behavior are different failures." + "reason": "ESM2 breakage is unrelated to a deepseek-v4 tensor transpose/dtype bug." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer with datasets installed." + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation has nothing to do with the Trainer import conflict." + "reason": "patchtsmixer post_init policy is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44380", - "right": "issue:45479", + "right": "issue:46132", "accept": false, - "reason": "Attention backend scaling bug and zero-loss classification bug are different code paths." + "reason": "GPT2 attention scaling under backend selection is unrelated to AttentionInterface.register changing registered-function behavior." }, { "left": "issue:44380", - "right": "issue:46132", + "right": "issue:45479", "accept": false, - "reason": "Generic AttentionInterface register behavior change is not the same as GPT2 attention scaling being ignored." + "reason": "Attention scaling backend bug is unrelated to the zero-loss classification issue." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "FP8 save_pretrained on MoE models and Qwen3.5 MoE from_pretrained errors are not the same concrete bug." + "reason": "FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions API rejection is unrelated to Qwen2_5_VLProcessor batched padding crash." + "reason": "Chat/completions request rejection is unrelated to Qwen2_5_VLProcessor batched chat template crashes." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Missing Gemma3Config vocab_size and Apple Silicon allocator TypeError are unrelated." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are different model/runtime issues." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend packaging for pip install '.[torch]' is unrelated to a Trainer import conflict with datasets." + "reason": "Missing TensorFlow in a torch install extra is unrelated to the Trainer import problem." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Local-path trailing-slash warning and bfloat16 precision warning are different issues." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior do not share a concrete bug." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A precision warning is not the same as a torch>=2.9 flex_attention failure." + "reason": "A precision warning during compile is unrelated to compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to bfloat16 compilation warnings." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing imports: is_offline_mode from huggingface_hub vs Qwen2_5_VLForConditionalGeneration from transformers." + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration are separate import regressions." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and making API requests despite local_files_only are unrelated." + "reason": "layer_type_validation import failure and local_files_only still making API requests are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Removed Sam3LiteText dummy config references are unrelated to a noisy logging message." } ] }, @@ -15245,8 +15318,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -15283,198 +15356,194 @@ "issue:44655", "issue:44855", "issue:44938", + "issue:45071", "issue:45216", "issue:45276", "issue:45278", "issue:45290", "issue:45310", + "issue:45375", "issue:45593", - "issue:45600", "issue:45698", "issue:46077", "issue:46082", "issue:46172", "issue:46202", "issue:46209", - "issue:46298", "issue:46365" ], "soft_pairs": [ - "issue:45600|issue:46298", "issue:44038|issue:44230", "issue:45698|issue:46172", "issue:43618|issue:44380", "issue:43618|issue:43761", "issue:44483|issue:45290", - "issue:44625|issue:46365", "issue:43299|issue:43867", - "issue:42994|issue:44655", - "issue:36683|issue:43475", + "issue:44625|issue:46365", "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:42994|issue:44655", "issue:43756|issue:44485", - "issue:45276|issue:46077", "issue:43901|issue:44655", + "issue:45276|issue:46077", "issue:36010|issue:42757", - "issue:43611|issue:44655", "issue:43352|issue:43937", + "issue:43611|issue:44655", "issue:36683|issue:44077", "issue:43867|issue:45216", "issue:44625|issue:46077", "issue:43976|issue:44938", - "issue:46077|issue:46082", "issue:43352|issue:45593", + "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", "issue:36683|issue:44625", "issue:43992|issue:45310", "issue:43064|issue:44492", - "issue:44075|issue:46365", "issue:43010|issue:45278", + "issue:44075|issue:46365", "issue:44355|issue:44855", - "issue:43867|issue:46202" + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:36683|issue:43064" ], - "prepared_review_unit_hash": "761607b7b3c05db5d856b202fe79e4c2cdf02fadbda4a393101a7b8da02c386c", + "prepared_review_unit_hash": "43953f67d2701536715974bcd65b54d4c4664eef7fdb846aa1865d4fe4271520", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36740, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "soft_pair_count": 34, + "serialized_chars": 37393, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers issues around v5 regressions, import/load failures, model-specific config bugs, and docs/behavior mismatches. I don\u2019t see any soft pair that clearly represents the same underlying bug or change.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('many import errors after update from 4.57.0 to 5.5.0'), so it is the best representative issue if one must be chosen.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated import errors, config/load regressions, model-specific bugs, and API/documentation issues. No single issue cleanly represents the whole cluster, so all soft links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general, high-signal issue here and best fits the overall v5 import/regression theme.", + "best_issue_reason": "No issue here is a strong cluster representative; the reports span unrelated code paths. If forced, 45278 is the broadest umbrella, but it is still too generic to serve as a reliable canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45600", - "right": "issue:46298", - "accept": false, - "reason": "One is a CI break from stale Sam3LiteText auto-mappings; the other is a noisy logging message. Different bug classes." - }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL/Moe, but one is a loading bug and the other is fp8 inference support; not the same concrete defect." + "reason": "Both are Qwen3-VL/Qwen3.5-related, but one is a loading regression and the other is FP8 inference on B200; different failure modes and likely different fixes." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Different problems: custom-module reload after save_pretrained versus a deepseek-v4 tensor transpose issue." + "reason": "Saving/loading custom modules is unrelated to the deepseek-v4 dtype/transpose bug; same broad area, different code path." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions missing versus GPT2 attention scaling ignored under SDPA/FlashAttention are separate code paths and symptoms." + "reason": "Both mention attention behavior, but one is missing CLIP attentions and the other is GPT2 attention scaling ignored under SDPA/FlashAttention; not the same bug." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; distinct missing outputs." + "reason": "Same model family, but one is CLIP attentions not assigned and the other is hidden_states not returned; separate output regressions." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "An API request acceptance regression is unrelated to chat template crashes on tool-call messages." + "reason": "Both involve chat flows, but one is /v1/chat/completions request validation and the other is apply_chat_template crashing on tool-call messages; different layers." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to a Trainer import conflict with datasets." + "reason": "Both are loading-related, but one is a Qwen3VL-Moe compatibility issue and the other is a generic state_dict ordering problem; not the same underlying defect." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Qwen3VL-Moe loading breakage is not the same as a generic state_dict-sorting load error." + "reason": "A config propagation bug for Qwen3.5 has nothing to do with importing Trainer being affected by datasets installation." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but they are different failures." + "reason": "Wrong tokenizer decoder type and FP8 inference failure on B200 are unrelated bugs." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config vocab_size missing and SAM 3 Video missing fpn_position_embeddings are unrelated model-specific attribute errors." + "reason": "Both are attribute errors, but they hit different objects and fields in unrelated model code paths." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Tokenizer decoder type issue and FP8 inference on B200 are unrelated regressions." + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different serialization bugs with different targets." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation are different model/configuration issues." + "reason": "Both mention RoPE, but one is about Smollm3 layer behavior and the other is a GLM-5 implementation discussion; not the same concrete change." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Gemma4 token embedding resize bug and bidirectional attention mask bug affect different mechanisms." + "reason": "Docs mentioning return_all_scores is unrelated to saving Pipeline objects." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as pipeline serialization failure." + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is causal-vs-bidirectional attention masks; distinct bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different dependencies: transformers.generation vs huggingface_hub." + "reason": "Both are import errors, but they concern different symbols from different dependencies." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "base_model_prefix load failure and pipeline save_pretrained failure are distinct serialization/load paths." + "reason": "Flash Attention support for NemotronHForCausalLM and GLM-5 GenerationConfig validation are unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Nemotron FlashAttention 2.0 support and GLM-5 GenerationConfig validation are unrelated model-specific bugs." + "reason": "Base-model-prefix loading regression and Pipeline save_pretrained failure are different code paths." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Both are attribute/config issues, but Gemma3Config vocab_size and patchtsmixer post_init allowance are unrelated." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config/model issues." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A generic load error with sorted state_dict is not the same as Qwen3.5 checkpoint corruption on save_pretrained." + "reason": "Both are save/load regressions, but one is state_dict ordering and the other is Qwen3.5 checkpoint saving; not the same bug." }, { "left": "issue:44625", @@ -15486,73 +15555,91 @@ "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python version compatibility for 5.1.0 and Python 3.14 load failures are different environment/version regressions." + "reason": "Both are Python-version compatibility problems, but for different versions and different failure causes." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Gemma4 attention mask bug and LlamaConfig head_dim validation are separate config behaviors." + "reason": "A Flash Attention support issue and a D-FINE auxiliary-loss bug are unrelated." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "FlashAttention support limitation for NemotronH and D-FINE auxiliary-loss handling are unrelated." + "reason": "Gemma4 attention masks and LlamaConfig head_dim validation are separate config/architecture issues." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config lacks vocab_size, while Llama4Config lacks pad_token_id; similar shape, but different models and fixes." + "reason": "Both are missing-config-attribute reports, but they affect different model configs and fields." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Missing CLIP attentions and Qwen3.5 checkpoint save regression are unrelated issues." + "reason": "CLIP attentions not being assigned and Qwen3.5 save_pretrained corruption are unrelated regressions." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config propagation issues, but for different models and different fields." + "reason": "Both involve config fields, but they are different models, different attributes, and different behaviors." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained loading error." + "reason": "Both are from_pretrained/loading problems, but they affect different model families with different symptoms." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." + "reason": "Trainer/FSDP optimizer-state corruption and a typo in cache strategies are unrelated." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "SGD args not used in optimizer code and Trainer import conflict with datasets are different bugs." + "reason": "A no_grad decorator issue for cache updates is unrelated to broad import errors after upgrading versions." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Cache/layer update decoration and broad import errors after upgrade are different issue areas." + "reason": "Optimizer argument handling and Trainer import blocked by datasets are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file loading errors and Python 3.13 torch.jit script parsing errors are different failure modes." + "reason": "Both involve import/compile-time failures, but one is about running compiled Python files and the other is a Python 3.13 IndentationError from a script decorator/comment parsing issue." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Generic sorted-state_dict load error and Gemma pipeline roundtrip failure are not the same underlying bug." + "reason": "Generic load-model state_dict ordering and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A generic loading bug is unrelated to a Qwen3.5MoeVisionConfig field being dropped by strict serialization." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-compatibility problems, but one is Python 3.14 load failure and the other is PretrainedConfig type-checking breakage in v5.4.0; different root causes." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A Gemma3 config attribute bug is unrelated to the FSDP2 optimizer-state issue in Trainer.train()." } ] }, @@ -15571,8 +15658,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -15582,20 +15669,21 @@ "issue:31795", "issue:33453", "issue:36296", - "issue:36683", "issue:41669", "issue:42548", + "issue:42831", "issue:42890", "issue:43010", - "issue:43064", "issue:43065", "issue:43232", + "issue:43299", "issue:43502", "issue:43575", "issue:43576", "issue:43618", "issue:43723", "issue:43867", + "issue:43874", "issue:43976", "issue:43992", "issue:44062", @@ -15611,9 +15699,8 @@ "issue:44556", "issue:44749", "issue:44857", - "issue:44938", + "issue:44961", "issue:44964", - "issue:45071", "issue:45125", "issue:45357", "issue:45375", @@ -15626,25 +15713,22 @@ "issue:46285" ], "soft_pairs": [ - "issue:43867|issue:45375", - "issue:44938|issue:45071", "issue:41669|issue:44246", - "issue:36683|issue:43064", "issue:42890|issue:45561", "issue:43010|issue:45850", "issue:43992|issue:45478", "issue:43867|issue:45357", - "issue:43618|issue:44077", "issue:43010|issue:43976", "issue:36296|issue:43575", + "issue:43618|issue:44077", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:43618|issue:44857", "issue:44360|issue:45440", "issue:43502|issue:44062", "issue:42890|issue:44964", - "issue:42890|issue:45600", "issue:42890|issue:44112", + "issue:42890|issue:45600", "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:44222|issue:45125", @@ -15658,241 +15742,254 @@ "issue:45125|issue:45375", "issue:43010|issue:43232", "issue:43502|issue:44222", - "issue:30990|issue:31795" + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296" ], - "prepared_review_unit_hash": "020e1b4ae0f443f97ad3bb476c062223778daeed01725a7dff62a4d41ceccc0d", + "prepared_review_unit_hash": "4b34442cc900b3735cca43b833fb2e1dbd346f9cac99b1ef7425d9f4d700d21c", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37116, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "soft_pair_count": 34, + "serialized_chars": 37370, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: many items are about unrelated loading, model-specific, CI, performance, or API-regression topics. I found no soft pair that looks like the same underlying bug/change with a plausible single-PR merge path, so all candidate edges are rejected.", - "confidence": 0.77, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated transformer issues. The only strong duplicate-like pair is the import-time slowdown reports (#41669 and #44246); the rest overlap only at a broad subsystem level and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "#41669 is the more concrete and earlier report for the import slowdown, with a specific suspected cause ('import *' in models) that can anchor the duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the clearest standalone bug report in the set (offline loading still making API calls), but it is not a duplicate center for the rest of the items.", + "best_issue_reason": "#41669 is the best representative issue because it names a likely root cause, is actionable, and also matches the broader user-facing symptom in #44246.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Different failures: a general state_dict loading error vs a Qwen3.5 vision config field being dropped." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Both are v5-related breakages, but one is Python 3.14 import failure and the other is PretrainedConfig type-checking; not the same bug." - }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both mention import slowdown, but 41669 is a specific import-* cleanup proposal while 44246 is an intermittent import performance complaint." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "Unrelated: Gemma3Config missing vocab_size versus FSDP2/PEFT optimizer-state corruption." + "accept": true, + "reason": "Same underlying problem: slow `import transformers` / import-time bloat. #41669 gives the concrete cause; #44246 is the user symptom report." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to xdist races on captured_info.txt." + "reason": "Both are flaky tests, but they describe different failure mechanisms: missing `set_seed()` vs xdist race on `captured_info.txt`." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A no_grad decorator change for cache updates is not the same as a broad 'too many models break' complaint." + "reason": "`@torch.no_grad` on cache/layer updates is a narrow generation bug; the other is a broad complaint that many models break." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained problems, but they involve different models and different missing/error paths." + "reason": "Different model-loading failures on different model families and different missing keys; not the same code-path bug." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict loading error and incorrect save_pretrained visual-encoder keys are different directions of failure." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init validation rules." + "reason": "Both concern serialization/loading, but one is a sorted-state_dict load issue and the other is incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "No-grad decoration for cache updates is unrelated to a Python-version compatibility issue." + "reason": "Completely unrelated: generation/cache mutation vs Python version compatibility." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM on a specific model are different concrete problems." + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM on loading a specific model." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different models and failures: missing attentions output vs an invalid optional `post_init` for patchtsmixer." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing import error is unrelated to tokenizer loading regression." + "reason": "Unrelated import errors: missing PyTorch for AutoModel vs tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Different CLIP regressions: attentions field assignment vs model structure inconsistency." + "reason": "Both are CLIP-related, but one is about attentions not being assigned and the other is a structure mismatch in CLIP text models." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions and float16 CUDA crash in LwDetrImageLoss are unrelated bugs." + "reason": "No shared bug: CLIP attentions regression vs an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3 implementation divergence." + "reason": "Different topics entirely: DSA indexer activation choice vs DeepSeekV3 implementation divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline API calls and AddedToken special-argument duplication are unrelated loading/tokenization bugs." + "reason": "One is offline-loading behavior (`local_files_only` ignored); the other is an `AddedToken` argument conflict." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness is unrelated to Phi-4 multimodal model loading failure." + "reason": "Unrelated model/test areas: SamHQ integration flakiness vs Phi-4 multimodal loading failure." }, { "left": "issue:42890", - "right": "issue:45600", + "right": "issue:44112", "accept": false, - "reason": "SamHQ test seeding issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Both are test issues, but they affect different models and different causes." }, { "left": "issue:42890", - "right": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "One is a seed-driven integration-test flake; the other is a stale GraniteSpeech device-override test." + "reason": "Different bugs: seed-related test instability vs stale auto-mapping references in CI." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload incompatibility across versions are related only at a broad level, not the same bug." + "reason": "Both are loading regressions, but one is tokenizer loading in v5 and the other is checkpoint reload after upgrading from v4.57; not the same concrete bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory regression is different from checkpoint reload failure after upgrade." + "reason": "Different failure modes: int4 quantization memory growth vs model reload incompatibility after upgrade." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained on MoE is not the same as missing _tp_plan for tensor parallelism." + "reason": "Same broad Qwen/MoE area, but save_pretrained on FP8 and missing `_tp_plan` for tensor parallelism are different bugs." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated code changes." + "reason": "Unrelated: generation/update no_grad concern vs a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command in v5 and AttentionInterface.register behavior change are separate CLI/API issues." + "reason": "Both are v5 API regressions, but they affect different commands/APIs and are not the same underlying bug." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different export/import regressions." + "reason": "Different top-level import failures for different symbols; no evidence they share one root cause." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline loading making API calls is unrelated to GLM-5 RoPE implementation." + "reason": "Unrelated issues: offline download behavior vs GLM-5 RoPE implementation." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing _tp_plan and Qwen3.5 from_pretrained error are model-specific but not the same concrete failure." + "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained failure; too little evidence they are the same bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors are unrelated to a post-upgrade data-processing slowdown." + "reason": "Completely unrelated: compiled Python file errors vs slower filtering after upgrading transformers." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training and tokenizer loading regression do not share the same underlying bug." + "reason": "Different problems: MLflow reporting on failed jobs vs tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan missing is unrelated to a missing deepstack_visual_indexes field in vision config." + "reason": "Different schema/config problems: missing tensor-parallel plan vs a missing vision-config field dropped by strict parsing." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad decoration is not the same as _update_model_kwargs_for_generation after sync_gpus." + "reason": "Both involve generation internals, but one is about `no_grad` on cache updates and the other about `_update_model_kwargs_for_generation` after `sync_gpus`." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only API leakage and FP8 save_pretrained behavior are different loading vs saving issues." + "reason": "No common bug: local offline loading vs FP8 MoE save_pretrained behavior." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers load hanging and confusing forward docs are unrelated." + "reason": "Unrelated: Sentence Transformers loading hang vs documentation confusion about forward inputs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention loading/version issues, but they involve different model families and different failure points." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only` being ignored is unrelated to the placeholder 'racoon' issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different multimodal/FP8 accuracy topics and different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "No relation between MLflow failure reporting and tensor-parallel training bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (#41669/#44246) is well supported by the issue titles and relation, and the remaining soft-edge rejections avoid overclaiming shared root causes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15904,30 +16001,28 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ "issue:27957", - "issue:30333", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", "issue:41628", + "issue:41669", "issue:42548", "issue:42757", - "issue:42831", - "issue:43299", - "issue:43502", + "issue:43525", "issue:43526", + "issue:43572", "issue:43576", "issue:43673", "issue:43824", "issue:43827", - "issue:43874", "issue:43901", "issue:44038", "issue:44222", @@ -15947,11 +16042,13 @@ "issue:44961", "issue:45003", "issue:45071", + "issue:45092", "issue:45125", "issue:45230", "issue:45362", "issue:45468", "issue:45542", + "issue:45753", "issue:45850", "issue:46095", "issue:46143", @@ -15959,10 +16056,6 @@ "issue:46209" ], "soft_pairs": [ - "issue:43299|issue:44556", - "issue:43502|issue:44961", - "issue:42831|issue:43874", - "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:43827|issue:44961", "issue:44355|issue:44655", @@ -15974,251 +16067,269 @@ "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", - "issue:44222|issue:44230", "issue:43576|issue:44938", "issue:41628|issue:42548", - "issue:46143|issue:46144", + "issue:44222|issue:44230", "issue:44908|issue:44961", "issue:44485|issue:44961", + "issue:46143|issue:46144", "issue:36296|issue:43901", - "issue:36296|issue:43526", "issue:44315|issue:46209", + "issue:36296|issue:43526", "issue:43673|issue:44492", "issue:44623|issue:45230", "issue:45362|issue:45850", "issue:44273|issue:45542", - "issue:44038|issue:45125", "issue:44230|issue:46095", + "issue:44038|issue:45125", "issue:44393|issue:45071", "issue:44273|issue:45003", - "issue:43576|issue:44556" + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:41669|issue:43673", + "issue:43572|issue:45850", + "issue:44492|issue:45850" ], - "prepared_review_unit_hash": "edf4b57a04afba782c8fb91d005ffe201c727a81cc700af12f0e1909d8a04255", + "prepared_review_unit_hash": "cb637c600195908565a265cf33c8da2061f731389b0f0c66e250428a52ea5d98", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 36721, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "soft_pair_count": 35, + "serialized_chars": 37283, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a noisy similarity cluster of unrelated Transformer regressions, import errors, docs issues, and model-specific bugs. I did not find any soft pair that clearly describes the same underlying issue.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45850 is the closest umbrella report: it broadly captures the theme of v5 breaking multiple models, which is the only common thread across the set. The other issues are narrower and mostly unrelated symptoms.", + "summary": "These issues are mostly not duplicates; they span unrelated regressions across imports, model loading, docs, tokenizers, tensor parallelism, and model-specific bugs. The only clear commonality is broad Transformers v5 breakage, which is too coarse to merge as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models'), so it is the closest representative of the overall v5-regression cluster, though it is too generic to be a strong duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best representative of the cluster\u2019s loose theme because it is broad and generic enough to subsume many of the v5-regression style complaints, though it is still not a true duplicate of the others.", + "best_issue_reason": "Issue 45850 best captures the overall theme across the set: broad post-v5 compatibility regressions. It is the most cluster-central issue, even if it is not a precise bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Both are model-loading regressions in v5, but one is Qwen3VL MoE-specific and the other is a generic checkpoint reload failure; different underlying bugs." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "The first is about unwanted API calls with local_files_only, while the second is an unrelated, underspecified issue with no clear overlap." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "Accuracy problems with FP8 training are unrelated to a missing image-processor method causing an AttributeError." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLflow reporting after failed jobs is unrelated to a tensor-parallel training bug." - }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are different failure modes." + "reason": "Both are compatibility regressions, but one is about compiled Python files and the other is a PretrainedConfig type-checking failure; different code paths and fixes." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the other issue, which does not identify the same bug." + "reason": "Documentation mentioning pipeline() and a random 'racoon' issue are unrelated; no shared bug or change." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "One is about compiled Python files, the other about save_pretrained on Pipeline objects; different code paths." + "reason": "Compiled-file errors and Pipeline.save_pretrained problems are different runtime behaviors with different fixes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both concern loading, but one is tokenizer loading and the other is Llama Vision model loading; not the same underlying defect." + "reason": "Both are model-loading regressions, but they affect different models and likely different failure points." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application in model_init has nothing to do with a DSA indexer missing ReLU." + "reason": "Liger Kernel application in model_init and the DSA indexer/ReLU discussion are unrelated." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + "reason": "Flash Attention 2 on XLMRoberta and tokenizer loading regression are different problems." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "An import error from huggingface_hub is not the same as a broken transformers env CLI command." + "reason": "Top-level huggingface_hub import error and the transformers env command bug are different issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken env subcommand and a PretrainedConfig type-checking regression are distinct issues." + "reason": "Broken env command and PretrainedConfig type-checking regression are not the same bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "The env CLI bug is unrelated to a specific model import failure." + "reason": "A broken env command and a Qwen2.5-VL import error are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion around forward arguments is unrelated to an ImportError for a missing symbol." + "reason": "Confusing forward docs and missing layer_type_validation import are different concerns." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No evidence these describe the same bug; one is empty/unclear, the other is a Gemma audio positional encoding issue." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same concrete bug." + "reason": "No meaningful overlap; one is a placeholder title, the other is a Gemma-4 audio positional-encoding bug." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "A broken CLI command is unrelated to Python 3.14 load failures." + "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different top-level import errors for different symbols; likely separate missing-export problems." + "reason": "Both are import errors, but for different symbols; without stronger evidence they are not the same underlying bug." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both are about RoFormer, but one is kwargs passthrough and the other is attention-interface usage; related area, not the same bug." + "reason": "One is about save_pretrained for FP8 MoE, the other about FP8 inference support; related area but different concrete failures." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwarg handling is unrelated to the other issue." + "reason": "Scheduler kwargs handling and an unrelated 'racoon' issue do not match." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "A GLM-5 RoPE implementation discussion is not the same as the other issue." + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not duplicates." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Tensor-parallel training and TextClassificationPipeline docs are unrelated." + "reason": "Both concern RoFormer, but one is about kwargs propagation and the other about using the attention interface; different code-path problems." }, { "left": "issue:36296", - "right": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training does not match a BeitImageProcessorFast reduce_labels bug." + "reason": "Tensor parallel training and pipeline documentation about return_all_scores are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are different model/runtime problems." + "reason": "Liger Kernel/model_init and FP8 inference on B200 are separate feature/bug areas." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "A cache-missing runtime bug is unrelated to a typo in cache strategy naming." + "reason": "Chunked-prefill cache regression and a typo in cache strategies are not the same bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files from processor.save_pretrained is not the same as an unspecified bug report." + "reason": "Missing files in processor.save_pretrained and a generic bug report are not enough to establish duplication." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A Qwen3.5 chat crash may fit the broader v5-breakage theme, but it is a distinct model-specific failure and not the same underlying bug." + "reason": "A Qwen3.5-35B chat crash is a specific model issue, while 45850 is a broad v5 complaint." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading issues are unrelated to TensorBoard/TensorFlow backend setup problems." + "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are unrelated." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Both touch Qwen/MoE/tensor parallelism, but they describe different model families and different concrete failures." + "reason": "FP8 inference support and a weight-conversion script question are not the same issue." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "FP8 inference support and a weight-conversion script request are different changes." + "reason": "Both mention Qwen MoE, but one is a broad transformers-v5 bug report and the other is a tensor-parallel _tp_plan omission." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type checking." + "reason": "Qwen3-VL bounding-box output issues and PretrainedConfig type-checking are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading and unsafe sys.modules access are distinct bugs." + "reason": "Lazy loading and unsafe sys.modules access are different internals and different failures." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "The env CLI issue is unrelated to checkpoint reload failures after upgrading to v5.2/v5.3." + "reason": "Broken env command and checkpoint reload incompatibility after v5 upgrades are distinct regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3_5 vision behavior, but one is bounding-box output hallucination and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 regression umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload after v5.2/v5.3 and remote-code model incompatibility with meta init are separate compatibility problems." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and chunked_prefill cache missing are not the same code-path problem." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific model-config bug, not the generic v5 complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the broad 'many models break' report." } ] }, @@ -16237,8 +16348,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -16249,18 +16360,19 @@ "issue:41669", "issue:42371", "issue:42890", + "issue:43298", "issue:43352", "issue:43408", + "issue:43502", "issue:43519", - "issue:43525", - "issue:43572", "issue:43576", - "issue:43673", + "issue:43606", "issue:43704", "issue:43827", "issue:43976", "issue:44077", "issue:44246", + "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -16270,39 +16382,32 @@ "issue:44393", "issue:44485", "issue:44492", - "issue:44556", + "issue:44623", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", "issue:45071", - "issue:45092", "issue:45230", "issue:45278", "issue:45310", "issue:45341", "issue:45468", "issue:45478", - "issue:45753", "issue:45850", "issue:46018", + "issue:46095", "issue:46172", "issue:46218", "issue:46328" ], "soft_pairs": [ - "issue:44393|issue:45753", - "issue:41669|issue:43673", - "issue:43525|issue:45850", - "issue:44556|issue:45092", - "issue:43572|issue:45850", - "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:43408|issue:44315", "issue:42890|issue:44908", + "issue:43408|issue:44315", "issue:44297|issue:45230", "issue:44295|issue:45230", "issue:44246|issue:44273", @@ -16316,15 +16421,15 @@ "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:44393|issue:45478", - "issue:44077|issue:44861", "issue:43976|issue:46218", + "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:44315|issue:44829", "issue:43576|issue:44273", "issue:45230|issue:45310", - "issue:44655|issue:44861", "issue:44360|issue:45468", + "issue:44655|issue:44861", "issue:44273|issue:44908", "issue:43576|issue:46218", "issue:46018|issue:46172", @@ -16334,258 +16439,230 @@ "issue:31795|issue:34689", "issue:31515|issue:31795", "issue:43704|issue:44485", - "issue:44485|issue:45468" + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468" ], - "prepared_review_unit_hash": "1273ea2cfb737f9561a9b2f07e8de97686a4861819c5a0b28baa61b6c8eaf09f", + "prepared_review_unit_hash": "ee9ab40aa423f6c105bf01e61ded34ad0e55b6b4c9bccae83902a80500bf76a5", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39866, - "estimated_input_tokens": 9967, - "estimated_eval_tokens": 20190 + "soft_pair_count": 45, + "serialized_chars": 40480, + "estimated_input_tokens": 10120, + "estimated_eval_tokens": 20496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly noisy cluster of unrelated Transformers issues. There are at least two believable duplicate pairs: 44556/45092 around v5 checkpoint-loading/meta-init incompatibility, and the stronger exact-title pair 45310/45478 about the Qwen3.5 MoE from_pretrained failure. The rest are only loosely theme-related.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45310 is the strongest canonical duplicate anchor because 45478 has the exact same title and they describe the same Qwen3.5 MoE from_pretrained failure; 44556/45092 is a separate duplicate-like pair, not the same one.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. A few items share broad themes like loading/import regressions or API breakage, but none of the soft pairs look like the same concrete bug/change closely enough to merge.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45278 is the most representative broad regression report in the set: it describes widespread import/load breakage after upgrading Transformers, which best matches the cluster\u2019s general theme better than the narrower or more specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best overall cluster representative because it is a concrete, user-facing v5 loading/reload regression and is more descriptive than the broader noisy issues.", + "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is concrete, version-specific, and captures the broadest user-facing failure mode among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "Same model family, but bbox-output hallucination and an infinite-loop/image-specific failure are different bugs." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Import-time slowdown from wildcard imports is unrelated to missing cache state in chunked prefill." - }, - { - "left": "issue:43525", - "right": "issue:45850", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config is specific and concrete; the other is a vague broad-breakage complaint." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": true, - "reason": "Both point to the same v5 checkpoint-loading/meta-init compatibility regression and could plausibly be fixed together." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "Model-specific pad_token_idx regression is not the same bug as a broad 'many models break' report." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A typo in cache-strategy text is unrelated to broad model-loading breakage." - }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are upgrade-related complaints, but one is import errors and the other is a vague generalization; not the same concrete defect." + "reason": "Both are broad complaints about version breakage, but they do not describe the same concrete failure path or a single fixable bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings and a cache-strategy typo are unrelated." + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import slowdown from wildcard imports is not the same as a Qwen3_5 import failure." + "reason": "One is about import * performance overhead, the other about a missing import/module error for a specific model; different problems." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Type-mismatch warning for sam3 models and Liger Kernel model_init behavior are different code paths." + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Model-type mismatch warnings and Liger kernel application in model_init are different bugs." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer metadata mismatch is not the same as a generic placeholder bug report." + "reason": "A tokenizer save_pretrained metadata mismatch is not the same as an unspecified generic bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer error and a placeholder bug report are unrelated." + "reason": "A position_ids buffer read error is not the same as an unspecified generic bug report." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both touch loading, but import slowness and lazy-loading failure are not the same concrete bug." + "reason": "Import taking long sometimes and lazy loading not working properly are related only at a very broad performance level, not the same bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attention support gating and Qwen3-VL bbox hallucination are unrelated." + "reason": "Flash Attention 2 support for Nemotron and Qwen3-VL 2D bbox output errors are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs handling are different issues." + "reason": "A broken env command and scheduler kwargs handling are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support mismatch is unrelated to Qwen3-VL bbox output errors." + "reason": "Python version compatibility and Qwen3-VL bbox errors are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs being ignored and PretrainedConfig type checking are different bugs." + "reason": "Scheduler kwargs ignored and PretrainedConfig type-checking breakage are different issues." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Both involve kwargs, but they affect different APIs and failure modes." + "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-time slowdown and missing HybridCache import are not the same issue." + "reason": "Both touch import behavior, but one is an import-time performance regression and the other is an import/export availability problem for a specific symbol." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and a SequenceFeatureExtractor.pad performance regression are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding inefficiency are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import slowdown from wildcard imports has nothing to do with a testing_utils bug." + "reason": "Import performance overhead and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility issues are not the same as broad model-breakage complaints." + "reason": "Both mention broad version breakage, but they do not point to the same underlying defect." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different symptoms in the same family: bbox output issue versus Qwen3.5 MoE from_pretrained failure." + "reason": "Different Qwen3-VL / Qwen3.5-MoE failures with different code paths and symptoms." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Optional post_init validation and tied-weights key handling are separate bugs." + "reason": "Python support issues and a specific missing model import are unrelated." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Python support mismatch is unrelated to a specific Qwen3_5 import error." + "reason": "Optional post_init support and tied-weight key handling are different code paths." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs handling." + "reason": "Documentation references to pipeline and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Forward-doc confusion and tokenizer loading regression are unrelated." + "reason": "Documentation confusion in model.forward and tokenizer loading regression are different issues." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different problems." + "reason": "Liger kernel application with model_init and flash_attention_3 training degeneration are different bugs." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI and lazy loading not working are too broad to call the same bug." + "reason": "Broken env command and lazy loading malfunction are not the same underlying bug." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic placeholder bug report is not the same as the Qwen3.5 MoE from_pretrained error." + "reason": "A generic bug report does not establish the same concrete from_pretrained regression for Qwen3.5 MoE." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Pipeline save_pretrained failure and _get_tied_weight_keys AttributeError are unrelated." + "reason": "A missing ReLU in the DSA indexer and Gemma-4 audio positional encoding are unrelated." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "Pipeline save_pretrained and tied weight key handling are unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading regressions and scheduler kwargs handling are different areas." + "reason": "Lazy loading behavior and scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env CLI and Qwen3_5 import failure are different bugs." + "reason": "Broken env command and a specific import failure for Qwen3_5ForCausalLM are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a tensor transpose issue are not the same concrete defect." + "reason": "DeepSeek-V4 gating logic and a weight-conversion/transposition issue are different bugs." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to GLM-5 RoPE implementation." + "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43519", @@ -16597,41 +16674,74 @@ "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import slowdown and VRAM leak in dataloader threads are different bugs." + "reason": "Import-time overhead from import * and VRAM leakage in dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-doc confusion is unrelated to a Llama model-loading breakage." + "reason": "Forward-doc confusion and a model-loading regression for Llama 3.2 Vision are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and confusing forward documentation are not the same issue." + "reason": "Slow checkpoint loading and confusing forward documentation are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak and RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different implementation areas; not a duplicate." + "reason": "Both are model-specific math/positioning issues, but they concern different architectures and code paths." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a deepseek-v4 weight conversion question are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic version breakage and a specific module import failure are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and timestamp calculation are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A torch.split return-value issue and Gemma-4 audio positional encoding are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the packet. In particular, the cluster is not limited to a single believable duplicate pair: issue:45310 and issue:45478 have the same title and are a much more obvious duplicate-like match than the narrative suggests. Because of that, the claim that 44556/45092 is the only believable soft edge is not fully grounded, and the canonical-anchor reasoning is not conservative enough." - }, - "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 }, @@ -16643,8 +16753,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -16654,27 +16764,21 @@ "issue:36296", "issue:37934", "issue:38617", - "issue:42371", "issue:42913", "issue:42936", "issue:43066", "issue:43240", "issue:43298", "issue:43352", - "issue:43502", - "issue:43519", "issue:43525", "issue:43572", - "issue:43606", "issue:43618", "issue:43668", - "issue:43704", "issue:43717", "issue:43813", "issue:44031", "issue:44230", "issue:44261", - "issue:44263", "issue:44351", "issue:44492", "issue:44623", @@ -16687,19 +16791,10 @@ "issue:45468", "issue:45850", "issue:46018", - "issue:46095", "issue:46144", "issue:46218" ], "soft_pairs": [ - "issue:43298|issue:46095", - "issue:45850|issue:46218", - "issue:42371|issue:43704", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:44263|issue:45468", - "issue:43606|issue:45468", "issue:44261|issue:45468", "issue:44351|issue:46218", "issue:43352|issue:46218", @@ -16711,8 +16806,8 @@ "issue:44861|issue:45290", "issue:44938|issue:44998", "issue:43525|issue:44861", - "issue:43572|issue:44861", "issue:31515|issue:38617", + "issue:43572|issue:44861", "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", @@ -16732,268 +16827,220 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "39f46537d12dbf654b70087c4ffe56c7dc02cf62eeee273b3d521a7b6765b4d3", + "prepared_review_unit_hash": "6e35a566724d614422a5c0c0775a014d1f2f33338656e2f6ac70a0bd90a63eff", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862694, - "estimated_input_tokens": 215674, - "estimated_eval_tokens": 431604 + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 }, "budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 39, - "serialized_chars": 35120, - "estimated_input_tokens": 8780, - "estimated_eval_tokens": 17816 + "node_count": 35, + "item_count": 35, + "soft_pair_count": 31, + "serialized_chars": 28698, + "estimated_input_tokens": 7175, + "estimated_eval_tokens": 14606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issues that only share superficial wording. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are justified.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: this cluster is an overbroad lexical grouping spanning unrelated bugs, regressions, and feature requests.", - "canonical_pr_reason": "No PRs are present in the cluster.", - "best_issue_reason": "No global best issue stands out; none of these issues can safely represent the cluster as a whole.", - "best_pr_reason": "No PRs are present in the cluster.", + "summary": "This cluster is mostly a loose semantic bucket of unrelated Transformers issues, many around v5 regressions, tokenizer/config/import errors, and a few model-specific bugs. I do not see any soft-edge pair that is the same underlying bug/change, so no duplicate merge is warranted.", + "confidence": 0.18, + "canonical_issue_reason": "No single issue clearly represents a duplicate set. If forced to pick an umbrella, issue 45850 is the broadest v5-regression summary, but it is too vague to be a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the closest thing to a cluster umbrella because it broadly describes multiple breakages after 5.0, but it is still too generic and not a concrete bug report.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Different problems: continuous batching support for audio models vs a DeepSeek-V4 weight conversion question." - }, - { - "left": "issue:45850", - "right": "issue:46218", - "accept": false, - "reason": "A vague version-wide breakage report is not the same as a specific import failure for Qwen3.5." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 API guidance and a VRAM leak in Qwen3ForCausalLM are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "One is unwanted network requests with local_files_only; the other is an incorrect timestamp calculation." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Timestamp logic in Qwen3VL is unrelated to missing files in processor.save_pretrained." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "These describe different failures: timestamp math vs VRAM leakage across dataloader threads." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "A torch.split return-value issue is not the same as Gemma4 audio positional encoding behavior." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch and audio positional encoding are different code paths and bugs." - }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision discussion does not match Gemma4AudioRelPositionalEncoding." + "reason": "Different model families and different failures: MLA layernorm epsilon precision issue vs Gemma-4 audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are distinct module issues." + "reason": "Both are import errors, but for different symbols and likely different code paths." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support for Nemotron and a Qwen3.5 import error are unrelated." + "reason": "Flash Attention support gating for Nemotron is unrelated to Qwen3_5 import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer changes, but they are different concrete regressions: behavior drift vs decoder type selection." + "reason": "Both mention tokenizer/v5, but one is a broad behavior change and the other is a specific decoder-type bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler keyword handling is unrelated to the unrelated 'Unemployment' placeholder issue." + "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is not the same as the unrelated 'Unemployment' issue." + "reason": "A cache-strategy typo is not the same as the other issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and the unrelated 'Unemployment' issue do not match." + "reason": "CLIPOutput attentions regression is unrelated to the other issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A nonsensical placeholder issue is not the same as a broad 5.0 compatibility complaint." + "reason": "One is unrelated noise; the other is a broad v5 breakage complaint, not the same bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat template crashes are different failures." + "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the 'Unemployment' issue." + "reason": "Python 3.14 loading failure is unrelated to the other issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is distinct from _tied_weight_keys list handling." + "reason": "Missing pad_token_id in Llama4Config is not the same as the tied-weights AttributeError." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:31515", + "right": "issue:38617", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." + "reason": "Slow from_pretrained checkpoint loading and an import error are distinct problems." }, { - "left": "issue:31515", - "right": "issue:38617", + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and a missing layer_type_validation import are different bugs." + "reason": "StableLm pad_token_idx regression is unrelated to tied-weight key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is not the same as processor.save_pretrained file loss." + "reason": "FP8 Qwen support request and processor.save_pretrained missing files are different issues." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to slow checkpoint loading." + "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "A slow checkpoint load is not the same as a tensor parallel training bug." + "reason": "Checkpoint load performance and tensor-parallel training bug are different code paths." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support work and a Qwen3.5 MoE from_pretrained error are different concrete changes/failures." + "reason": "Both involve Qwen3.5, but one is FP8 support and the other is a from_pretrained error." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading performance and tokenizer loading regression are separate problems." + "reason": "Tokenizer loading regression and slow checkpoint loading are not the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to FP8 inference support." + "reason": "Continuous batching audio-model support and Qwen FP8 support are unrelated feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are different model implementation issues." + "reason": "Mamba init_weights behavior and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated." + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT type-hint bug is unrelated to tokenizer regex warnings." + "reason": "A ModernBERT type-hint issue is not the same as a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value and loss-kwargs forwarding are different code paths." + "reason": "Missing ignore_value usage and kwargs not forwarded to loss are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention-interface usage are unrelated bugs." + "reason": "Loss kwargs forwarding and attention-interface implementation are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value and tokenizer regex warnings are not the same issue." + "reason": "Mask2former ignore_value and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value handling does not overlap with RoFormer attention implementation." + "reason": "No shared concrete code path; these concern different models and subsystems." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value usage and a quantization_operation typo are unrelated." + "reason": "Ignore_value handling and a typo in quantization_operation are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing loss kwargs and ModernBERT norm_eps typing are unrelated." + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing are different issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint issue and a typo in quantization_operation are different problems." + "reason": "Type-hint correctness and a typo in a different conversion path are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm discussion is not the same as ModernBERT norm_eps typing." + "reason": "Llama4 norm-vs-RMS-norm question is unrelated to ModernBERT type hints." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2former ignore_value regression is unrelated to ModernBERT norm_eps typing." } ] }, @@ -17012,8 +17059,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17026,12 +17073,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "477f17e52149011010c89fc0015c0327625f6fafcc2fab8ae7e0a9817cf5a0d4", + "prepared_review_unit_hash": "54197fcb28536a2fd1ffcb9cf3a0f00b47035485b9600c883a179650c2382d1a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17039,7 +17086,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17048,30 +17095,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are unrelated feature requests in different areas: token truncation behavior, a ReduceLROnPlateau-like scheduler feature, and Wav2Vec2 word boundary offsets. This does not look like a duplicate cluster.", - "confidence": 0.97, + "summary": "These three issues are unrelated: one requests a truncation direction option, one asks for ReduceLROnPlateau-like behavior, and one asks for Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and actionable of the three, but it is not a duplicate of the others; the set does not have a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics and code paths: token truncation direction vs. speech model word offset extraction. No evidence of the same underlying bug or change." + "reason": "Different domains and requests: tokenizer truncation behavior vs speech model word timestamp offsets. No shared underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One is about truncation strategy in tokenization; the other asks for learning-rate scheduler functionality. They are unrelated feature requests." + "reason": "Truncation direction option is unrelated to scheduler functionality. They do not describe the same code-path problem." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler behavior request vs. Wav2Vec2 time-offset extraction. No shared concrete bug or mergeable code-path change." + "reason": "ReduceLROnPlateau-like learning-rate scheduling and Wav2Vec2 word offsets are unrelated feature requests with no common fix." } ] }, @@ -17090,8 +17137,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17103,12 +17150,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "749c4db89dabf7abc5e75e3519ce18024c184de211f12d9bbc07dec6e6ecba2a", + "prepared_review_unit_hash": "384eefda0f14500d1a557266bc1edb60747d80660f515c4532918daf2797d5d6", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17116,7 +17163,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17125,24 +17172,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This does not look like a single duplicate bug cluster. 16618 is the broadest model-loading issue, but 15980 is about private-model login/error messaging and 13244 is about Tapas tokenization behavior, so the three are likely separate problems.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 16618 is the best cluster representative because it is the most general model-loading complaint; the other issues are narrower and point to different failure modes.", + "summary": "These issues do not appear to be duplicates. One is a tokenization mismatch report, one is a private-model download/auth error-message problem, and one is a generic model-loading failure. They overlap only at a very broad \u201cmodel loading\u201d level.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 16618 is the most broadly representative user-facing model-loading problem in the set, but it is not the same bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the best issue to anchor the cluster only because it is the closest to a generic loading problem, but it is not a strong duplicate of the others.", + "best_issue_reason": "Issue 16618 is the best single representative because it is the most general and likely to attract related reports about model load failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization behavior for Tapas and failing to load bert-base-uncased are different code paths and different bugs." + "reason": "Tokenization output differing from TensorFlow code is a different problem from a model-loading failure; they do not describe the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/error-message handling is not the same underlying issue as a generic public model loading failure." + "reason": "Private-model download/auth error messaging is distinct from a public-model load failure for bert-base-uncased; same subsystem, but not the same concrete bug." } ] }, @@ -17161,8 +17208,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17172,12 +17219,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "5f4ee6f66f7a79ba543d2007bc735686053324d94ac9acc8beaf7f6c9d02aa7b", + "prepared_review_unit_hash": "2efb6e4b5efdb291817269558e43e6149f20e6607770ff3195414d1a7f0bc5e6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17185,7 +17232,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17194,18 +17241,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated community contribution issues: one for Flash Attention 2 support on more architectures and one for GGUF support on more architectures. They share a similar framing but not the same underlying feature request.", + "summary": "These are two separate feature requests in the same broad area but about different capabilities: Flash Attention 2 support vs GGUF support. They are not the same underlying issue and should not be merged as duplicates.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue for this pair: the titles and contexts point to different community contributions and different target features.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 26350 is slightly more central only because it is older and has more discussion, but it is not a duplicate of 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are broad community contribution requests, but they target different features and code paths (Flash Attention 2 vs GGUF support). Similar wording is not enough to treat them as duplicates." + "reason": "Different requested features: Flash Attention 2 support and GGUF support are unrelated changes, even though both mention more architectures." } ] }, @@ -17224,8 +17271,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26413-2", "nodes": [ @@ -17235,7 +17282,7 @@ "soft_pairs": [ "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "81e6c243e340ee80a42f56d93a6a91f81bfa9f913bb122fb640baa53c4b69f3b", + "prepared_review_unit_hash": "91079937912b4a442a7484065fc7f6b56cde87556d417b128bc89537a9244ecf", "component_budget": { "node_count": 2, "item_count": 2, @@ -17257,18 +17304,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues both concern training failures, but they describe different symptoms and likely different root causes: one is a specific `resume_from_checkpoint` epoch-iterator error, the other is a broader report that FineWeb SLM training does not start. I would not deduplicate them.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #26413 is the more specific and technically concrete report, with an explicit failure message and a clearly scoped code path (`resume_from_checkpoint`).", + "summary": "These two issues both concern training startup, but they describe different symptoms and likely different root causes. The `resume_from_checkpoint` report is a specific checkpoint/epoch-iterator failure, while the FineWeb SLM report is a broader training-not-starting problem. I would not merge them as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #26413 is the more specific, clearly scoped bug report with an explicit failure message and reproducible failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "#26413 is the best representative because it names the exact exception and failure point, making it more actionable as the canonical issue for triage.", + "best_issue_reason": "Issue #26413 is the best representative because it names the exact error and code path, making it more actionable as a canonical tracking issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "The reports are too different to treat as the same bug: #26413 is a checkpoint-resume iterator crash, while #31501 is a generic startup/training-init failure. Same broad area, but not the same underlying issue." + "reason": "The overlap is only at a broad 'training does not start' level. One is a checkpoint-resume epoch_iterator error; the other is a FineWeb SLM startup issue with no evidence it hits the same code path or is fixed by the same change." } ] }, @@ -17287,8 +17334,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17327,12 +17374,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "970d8ddb664c0143ff2b746ee7f92a0d1ee54aed40a6841a0b248e525d6556ae", + "prepared_review_unit_hash": "28c194230aa9d91f1472c416186ad25685a4fa487235ba5712eb98c0a71d5921", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, + "serialized_chars": 13530, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17340,7 +17387,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, + "serialized_chars": 13530, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17349,165 +17396,165 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a mixed i18n cluster: 27088, 28936, and 38435 are clearly separate language-labeled translation requests; 43834/44365/44370 form a highly similar placeholder-title subgroup that may be duplicates; and 46222/46226 are an exact duplicate pair. The safest representative is 43834, but the cluster is not one single duplicate set.", - "confidence": 0.9, - "canonical_issue_reason": "43834 is the best representative of the dense placeholder-title subgroup and sits near the center of the cluster, but it should be treated conservatively because the cluster also contains separate language-specific requests and an exact Thai duplicate pair.", + "summary": "This cluster is mostly a mix of distinct i18n translation issues in different languages, which should not be merged. Only two tight duplicate sets stand out: the three identical placeholder-title issues, and the exact Thai-title pair.", + "confidence": 0.57, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43834 is the strongest global issue candidate because it belongs to the most internally consistent near-duplicate subgroup and is more representative than the exact two-item Thai pair.", + "best_issue_reason": "issue:27088 is the clearest concrete, language-specific open request in the cluster; it\u2019s representative of the real translation-task issues even though the cluster is not a single duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; only the broad docs/i18n theme overlaps." + "reason": "Different translation request; same i18n theme but not the same language/task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation requests; only the broad docs/i18n theme overlaps." + "reason": "Different target language, so these are separate issues." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs a generic placeholder-title issue; not enough evidence of the same report." + "reason": "Real Turkish request vs generic placeholder title; not the same issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are distinct issues." + "reason": "Different language-specific translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct issues." + "reason": "Turkish vs Spanish translation request; distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request vs a generic placeholder-title issue; not the same concrete issue." + "reason": "Spanish request is distinct from the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different translation requests; same broad i18n theme is not enough to merge." + "reason": "Different language/task; not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct issues." + "reason": "Spanish and Romanian translation requests are separate." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different translation requests; same broad i18n theme is not enough to merge." + "reason": "Different target language; not the same underlying request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request vs a generic placeholder-title issue; not enough evidence of the same report." + "reason": "Romanian request vs generic placeholder; not a true duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request vs a generic placeholder-title issue; not enough evidence of the same report." + "reason": "Different underlying translation request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs a generic placeholder-title issue; not enough evidence of the same report." + "reason": "Different language-specific issue vs generic placeholder." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying report." + "reason": "Unrelated translation request vs Thai-text issue; not the same artifact." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying report." + "reason": "Unrelated translation request vs Thai-text issue; not the same artifact." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-style title and extremely high similarity; these look like the same underlying issue." + "reason": "Identical placeholder title/template and near-identical body indicate the same issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical placeholder-style title and extremely high similarity; these look like the same underlying issue." + "reason": "Same generic placeholder issue repeated; looks like a duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Only broad docs-translation similarity is visible; the titles do not show the same concrete report." + "reason": "Different content; the Thai-text issue is not the same as the placeholder issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Only broad docs-translation similarity is visible; the titles do not show the same concrete report." + "reason": "Different content; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-style title and near-identical bodies; this is a strong duplicate match." + "reason": "Same generic placeholder title/body pattern; duplicate issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Only broad docs-translation similarity is visible; not enough to treat as the same issue." + "reason": "Different content and apparent topic; not a duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Only broad docs-translation similarity is visible; not enough to treat as the same issue." + "reason": "Different content and apparent topic; not a duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Only broad docs-translation similarity is visible; not enough to treat as the same issue." + "reason": "Different issue text; only superficially similar." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Only broad docs-translation similarity is visible; not enough to treat as the same issue." + "reason": "Different issue text; not the same underlying request." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same exact title and identical report shape; this is a true duplicate pair." + "reason": "Exact duplicate Thai title/body pattern; clearly the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call on 46222/46226 is well grounded, but the cluster summary overreaches by describing the rest as distinct issues in different languages. The packet only directly supports language-specific separation for 27088/28936/38435; it does not support that claim for the identical placeholder-title trio 43834/44365/44370, which have extremely high similarity and could also be near-duplicates. Please make that distinction more conservative and avoid asserting different-language separation where the packet does not show it." + "accept": true, + "feedback": "The summary is grounded in the packet: the three placeholder-title issues form one tight duplicate set, and 46222/46226 are an exact Thai-text duplicate pair. The cross-language pairs are conservatively marked non-duplicates, with no overstatement beyond the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17520,8 +17567,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17580,250 +17627,256 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "6d1d0b11348ba24ae1e66c649f1c97c32fef8659eb7ad8ee1796e0eb2ae87338", + "prepared_review_unit_hash": "b656045d44cfac2321f770bb9291b9207c60c71681fba6a840cbe08d708ebed6", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21662, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21662, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose collection of model-request issues that all say \u201cadd/support model X,\u201d but they describe different models and code changes, not the same underlying bug or feature. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "No true canonical duplicate exists here: the issues request different model additions/architectures and should remain separate.", + "summary": "These are mostly unrelated model-request issues that only look similar at the title level (\u201cAdd/Support \u201d). There is no strong duplicate cluster here; the broadest umbrella request is the best representative, but the individual items span different model families and modalities.", + "confidence": 0.61, + "canonical_issue_reason": "issue:42738 is the broadest umbrella item in the set (\u201cBERT-like models with RoPE\u201d), so it best represents the shared naming/theme pattern, though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45322 is the cleanest, most self-contained model-request example in the set, so it is the best representative if one issue must be chosen.", + "best_issue_reason": "issue:42738 is the most general issue and the closest thing to a cluster representative; it can loosely subsume some BERT-like config additions better than the highly specific model requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config vs DEIMv2. Same broad theme, not the same change." + "reason": "Different model families (EuroBert config vs DEIMv2); same request pattern but not the same underlying change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config request is unrelated to Qwen3-TTS support." + "reason": "EuroBert config and Qwen3-TTS are unrelated architectures/modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated model additions." + "reason": "EuroBert config and RF-DETR are different models with no shared concrete code path." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different models and different implementation paths." + "reason": "RF-DETR and DEIMv2 are different detection/vision models, not one fix." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are unrelated additions." + "reason": "RF-DETR and LFM2.5 Audio are different domains and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI weight-sparse transformer are different model requests." + "reason": "RF-DETR and weight-sparse transformer are unrelated model requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different concrete models." + "reason": "RF-DETR and Qwen3-ASR are different model classes and code paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + "reason": "RF-DETR and Qwen3-TTS are unrelated architectures/modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and code changes." + "reason": "NeoBERT and Qwen3-TTS do not look like the same underlying model change." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuitgpt/weight-sparse transformer are unrelated requests." + "reason": "NeoBERT and the weight-sparse transformer request are different model families." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different models with different support needs." + "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT are different model requests with no common concrete fix." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + "reason": "NeoBERT and ModernVBERT are both BERT-like names but refer to distinct model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 and Qwen3-ASR are different models and modalities." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparse transformer are different concrete models." + "reason": "MiniCPM3 and weight-sparse transformer are not the same code-path problem." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model additions." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model integrations." + "reason": "MiniCPM3 and Voxtral TTS are unrelated model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model families." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and code paths." + "reason": "ModernVBERT and Qwen3-ASR are different architectures/modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and generic BERT-like RoPE support are not the same concrete change." + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a broad theme level, not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated requests." + "reason": "BERT-like RoPE support and Voxtral TTS are different problem spaces." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by name but are distinct speech models and separate changes." + "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but are different speech tasks with different implementations." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + "reason": "Qwen3-TTS and LFM2.5 Audio are different models." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and weight-sparse transformer are unrelated." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are different model changes." + "reason": "Qwen3-TTS and Voxtral TTS are both audio-related but clearly different model requests and code paths." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different model integrations." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models, not one duplicate fix." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and weight-sparse transformer are unrelated." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks and implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and circuit-sparse transformer are different concrete changes." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and code paths." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + "reason": "Weight-sparse transformer and EUPE are unrelated requests." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are distinct speech-model requests." + "reason": "Qwen3-ASR and weight-sparse transformer are not the same underlying bug/change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model support tasks." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors and model families." + "reason": "EUPE and TIPSv2 are both vision-language related but are distinct model proposals with no evidence of a shared concrete implementation." } ] }, @@ -17842,8 +17895,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -17853,7 +17906,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "e2a21758b76ea719607ee1ca2730a4c737b77ce94c670c6ba1e136a407248b14", + "prepared_review_unit_hash": "a292a149d4887297cb4c547d4a46543c66eb4ea110fa09f020e0e934cbf10e05", "component_budget": { "node_count": 2, "item_count": 2, @@ -17875,18 +17928,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request about adding `pruna`, the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a technical refactor for Vision RoPE. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other, but if a single issue must be preferred, the Vision RoPE refactor is the more substantive technical item versus the docs-only request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #46443 is the stronger standalone tracking issue because it describes an actual code change area and is more likely to anchor related follow-up work than the documentation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38740 ([DOCS] Add `pruna` as optimization framework)", - "right": "issue:46443 (Vision RoPE refactor)", + "left": "issue:38740", + "right": "issue:46443", "accept": false, - "reason": "Different topics and problem types: documentation/framework addition vs model architecture refactor; no shared code path or duplicate underlying issue." + "reason": "Different subjects and change types: a documentation/optimization-framework addition versus a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." } ] }, @@ -17905,8 +17958,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17916,12 +17969,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "38168fa2b04c108ee3c9c3d0d24748561ce27798a199cceec46424fafedd67ca", + "prepared_review_unit_hash": "811a10f7b191afff455b699ba4cec8a5deea10905240ea3f1631a6eb391b8709", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -17929,7 +17982,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -17938,18 +17991,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 support. No PRs are present.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is about a decoding-mode change, while the other is a request for DeepSeek v3.2 support. They touch different underlying needs and should be triaged separately.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical duplicate relationship: the issues describe different product changes (block decoding vs model support).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43037 is the more concrete, self-contained request, but it should remain separate rather than represent issue:41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Unrelated topics and no shared concrete bug/change path; a decoding setting request is not the same as model-version support." + "reason": "Different underlying requests: 'Set Block Decoding' is a decoding-behavior change, while 'DeepSeek v3.2 support' is model compatibility/support. They are not the same bug or change." } ] }, @@ -17968,8 +18021,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -17979,12 +18032,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "fe2e0c70170ddbcbf5d8d720ce0cb6cae7b63548a06a8d14c740cba5c8594740", + "prepared_review_unit_hash": "d0e6d7b9a1b12e074cf8bffb5e8769f0ed34321d58b0400926f95bfa7ac7c709", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1582, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17992,7 +18045,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1582, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18001,18 +18054,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are related only by a broad theme of custom trainer compatibility, but they describe different problems: one is about `remove_unused_column` customizability in `Trainer`, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the topics overlap only at the level of custom trainer support, but the underlying bugs are different code paths and would need separate fixes.", + "summary": "These are related to Trainer customization, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, #43598 is the better anchor because it names a specific Trainer behavior and a concrete customization point, making the scope clearer than the FLOPS-accounting request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying issues: one targets `remove_unused_column` handling, the other FLOPS counting for custom trainers; same subsystem, not the same bug/change." + "reason": "Different underlying code paths and symptoms: `remove_unused_column` controls input pruning/customizability, while the other issue concerns FLOPS counting for custom trainers. Shared Trainer context is too broad to merge them as the same bug." } ] }, @@ -18031,8 +18084,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18042,7 +18095,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "b7d62275c67c8a6ece832e4eb16a4182481eba65941907f289e78286224e8538", + "prepared_review_unit_hash": "d8f5e80ff4072a0b90fa4d93c5894149a266ace46685b66d0e15bdb5448130bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -18064,18 +18117,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about adding missing model support, but they target different model families and different AutoModel heads, so they are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43684 is the broader request, covering registration support for Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration, so it is the better representative of the cluster.", + "summary": "These are related in theme (missing AutoModel support for Qwen variants) but not the same underlying issue: one is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other is about AutoModelForSequenceClassification support for Qwen3.5.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader, more central model-registration request and is the better anchor for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best issue to keep as the cluster representative because it describes the more general model-registration gap rather than a single task-specific head.", + "best_issue_reason": "Issue #43684 is the best representative because it targets the core AutoModel registration gap rather than a narrow task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus AutoModelForSequenceClassification support for Qwen3.5. They involve different configs and different code paths, so they should not be merged as the same issue." + "reason": "Different model families and different auto classes/tasks: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. Related topic, but not the same bug or change." } ] }, @@ -18094,8 +18147,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18112,76 +18165,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "d71da42388bf8ecba4b20ca1c37e5863f01a6dd86a6720cd96c2496544f37f74", + "prepared_review_unit_hash": "357450b11fc06d6a59b9f4104c82af4871241a0b8135627b86d10c5b8130bbfa", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface \" issues appear to be duplicates of the same report; \"Fett\" looks unrelated. I would treat the earliest huggingface issue as the canonical issue and the other two as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface \" reports and is the best representative of that duplicate cluster.", + "summary": "Three issues share the exact same title, \"huggingface\", and are strong duplicate candidates; the \"Fett\" issue looks unrelated from the available metadata. I would cluster the three huggingface issues together and keep the earliest one as canonical.", + "confidence": 0.94, + "canonical_issue_reason": "issue #43845 is the earliest of the three identical \"huggingface\" issues, so it is the best canonical representative of that duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43845 is the best global issue choice because it is the first clear member of the repeated \"huggingface \" group, while #43835 has a different title and no visible overlap in content.", + "best_issue_reason": "#43845 is the best global issue representative because it is the earliest, most clearly duplicated by the later identical-title issues, and there is no contrary evidence suggesting a different one should anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no content evidence beyond weak similarity; not enough to conclude the same underlying issue." + "reason": "The titles are different and the available metadata gives no concrete evidence they describe the same underlying issue; \"Fett\" does not clearly relate to the repeated \"huggingface\" reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared details indicating the same bug." + "reason": "Same as above: no shared concrete bug description or code-path evidence, only a weak soft-similarity signal." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete overlap in the issue descriptions." + "reason": "No evidence that \"Fett\" is the same problem as the \"huggingface\" issues; reject as a duplicate." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Near-identical title and timing strongly suggest duplicate reports of the same underlying issue." + "reason": "These have the same title and appear to be the same reported problem; with no other distinguishing evidence, they look like duplicate issues." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and same apparent topic; likely a duplicate of the same report." + "reason": "Same exact title and no metadata suggesting a different underlying bug; treat as the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and repeated topic with no distinguishing details, so they likely describe the same issue." + "reason": "Same exact title and no differentiating evidence; these are likely duplicates of the same report." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The three identical \"huggingface \" issues are reasonably grouped as a likely duplicate cluster based on the matching titles and high soft-similarity scores, while #43835 is plausibly separate given its different title and much weaker similarity. The earliest huggingface report (#43845) is a conservative canonical choice." + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three issues with the same displayed title, and 43835 has only weak soft-similarity without concrete duplicate evidence. The soft-edge accepts are conservative enough given the identical titles and lack of contradictory metadata." }, "evaluator_used": true, "retried": false, @@ -18197,8 +18250,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18219,7 +18272,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "05e822059b0772b7fcced7205cbde2681ffebe8aac92aaebbb1ef50b1fe9dfa9", + "prepared_review_unit_hash": "0bfdd3093b620c21fbe535a394f1cdac934c23d0af73de524ce2f66881ee65be", "component_budget": { "node_count": 5, "item_count": 5, @@ -18241,66 +18294,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is made up of low-signal, likely spam or placeholder issues with only superficial textual similarity. They do not appear to describe the same underlying bug or request, so they should not be deduplicated together.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster looks like unrelated low-signal/spam issues rather than true duplicates. There is no concrete evidence of a shared bug or change, so no soft pair should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No issue is a convincing canonical target; the set is mostly spammy or vague noise. If forced, issue 44418 is the least generic title, but it still lacks enough detail to serve as a real canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44418 is the only item with a somewhat descriptive, non-spam title, so it is the least bad representative for the cluster. It is still not a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam-like placeholders; no evidence they report the same underlying issue." + "reason": "Both are just generic '' issues with no concrete shared bug/change to unify." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam-like placeholders; superficial similarity is not enough to treat them as duplicates." + "reason": "Identical spam-like titles alone are not enough to prove the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like, the other is a vague documentation suggestion; they do not match on a concrete problem." + "reason": "One is generic spam, the other is a vague documentation suggestion; no shared concrete problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated and do not indicate the same bug or request." + "reason": "These look unrelated: generic spam versus a specific promotional title." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation suggestion is not the same as a spam-like placeholder issue." + "reason": "A vague documentation enhancement and a spam issue do not appear to be the same bug or change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "These do not describe the same concrete request or failure mode." + "reason": "No concrete overlap beyond low-quality similarity; not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence they refer to the same underlying report." + "reason": "Both are spam titles, but there is no evidence they describe the same real bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles suggest different content; no shared bug/request is apparent." + "reason": "Generic spam and a specific promotional title are not plausibly the same issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete overlap beyond superficial similarity, so they should not be merged." + "reason": "The titles point to different spam content; no shared code-path or bug is evident." } ] }, @@ -18319,8 +18372,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18330,12 +18383,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "c656e317459e162e74ff56ae3ed46844b4d8596d79e2711ee4a6d92d02138a57", + "prepared_review_unit_hash": "f87fe8892edc49b38649c4bcbf63c8ab5cad2178fb1c11a552e4dd1fd21c5ba1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18343,7 +18396,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18352,28 +18405,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "#45145 is the best canonical issue record because it was opened first and has the only inbound reference. #45151 looks highly similar, but the available evidence is limited to matching titles and soft similarity, so the duplicate call should stay conservative.", - "confidence": 0.88, - "canonical_issue_reason": "#45145 is earlier and has the only inbound reference, making it the best canonical issue to keep.", + "summary": "The two closed issues appear to be duplicate reports of the same energy-efficiency proposal, with nearly identical titles and highly similar bodies. Issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 was opened first and has the stronger reference signal (1 inbound reference vs 0), so it is the better canonical issue for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is earliest and slightly better connected.", + "best_issue_reason": "#45145 is the best representative: same topic, earlier timestamp, and slightly more established in the graph.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The issues have the same title and appear closely related, but only soft-similarity evidence is available here; without body text or other distinguishing detail, this is not enough to confirm the same underlying request." + "accept": true, + "reason": "Titles are identical and the bodies are very likely describing the same energy-reduction proposal; this is a clear duplicate issue pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical selection is mostly grounded (#45145 is earlier and has one inbound reference vs. none). However, the duplicate-issue conclusion is overstated for the packet: the evidence shown is only soft similarity plus identical titles, and there is no body text or other content here to support \u201cnear-exact,\u201d \u201csame apparent content,\u201d or \u201cno distinguishing technical differences.\u201d The soft edge verdict should be more conservative, e.g. \u201clikely duplicate / likely same request,\u201d not a strong accept." + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues have identical titles, close created times, and a soft-similarity link, so treating them as duplicates is reasonable. The canonical choice for #45145 is also well supported by the earlier timestamp and inbound reference. The wording stays mostly conservative, with no unsupported PR claims." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18439,8 +18492,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -18450,12 +18503,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "2847beeb0078578be6da3098a2f55e1603fa1dd4b47e1e5a98c9ababbe29d676", + "prepared_review_unit_hash": "62ac2214e70ea037e66286e9a4e8388dce4440d741040ea0847d8c028bf6ee62", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -18463,7 +18516,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -18472,18 +18525,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to 4-bit inference, but they describe different bugs and should not be deduplicated. One is a torch.finfo TypeError triggered by uint8 audio-module weights in Gemma4; the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and causes an AssertionError.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue for the pair: issue 45672 is an audio-module uint8/torch.finfo failure, while issue 45674 is a separate BitsAndBytesConfig default-exclusion regression.", + "summary": "These two issues both involve 4-bit inference, but they describe different failure modes and different root causes: one is a torch.finfo TypeError on uint8 audio-module weights in Gemma4, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules clears the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it states a specific configuration regression, has a clear triggering condition, and is likely to be actionable as a standalone bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global duplicate target for the other; they have different root causes and would need separate fixes.", + "best_issue_reason": "Issue #45674 is the best representative of the cluster because it is the more generally phrased, concrete bug and better captures the underlying BitsAndBytes configuration problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure modes and code paths: 45672 is about torch.finfo on uint8 weights in audio modules, while 45674 is about llm_int8_skip_modules clearing the default lm_head exclusion in 4-bit inference." + "reason": "Both are about 4-bit inference, but the bugs are distinct: #45672 is a Gemma4/audio-module uint8 torch.finfo TypeError, while #45674 is an llm_int8_skip_modules / lm_head exclusion AssertionError. They do not look like the same underlying issue." } ] }, @@ -18502,8 +18555,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18513,40 +18566,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "63e87cac3a1210700acfbc5c8b45439c303df3563eb4a25cf56c93d2c707a593", + "prepared_review_unit_hash": "c21fe77dba2ce9e8ec70e454abfc5b0862a9839a010c5123a12d8c0e90f053d3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "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": "Both items are closed issues with only person-name/date titles and no body, links, or shared targets; they do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "summary": "These are two unrelated closed issues with only name/date titles and no shared context. The soft similarity is just superficial wording overlap, not evidence of the same underlying report.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: neither issue contains enough technical detail, and they do not share a specific problem statement or target.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative for a technical cluster because both look like isolated, content-free entries rather than actionable bug reports.", + "best_issue_reason": "No clear canonical issue: both issues are standalone and lack enough detail to identify a duplicate relationship or a single representative report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different personal-name/date strings with no shared code context, body, links, or target; they do not look like the same underlying issue." + "reason": "Titles are different personal-name/date strings with no body, links, or shared context; this does not indicate the same bug or request." } ] }, @@ -18565,8 +18618,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18576,7 +18629,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "85f59221a84bcfbcef99891707844afb90e5d3b4fc596e3257676fe0010aff84", + "prepared_review_unit_hash": "5d1fcf32cbe382b1b3586ba2ea4d5b33e24ddd55461c1ea917ce705c624a589c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18598,18 +18651,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just empty title-only reports with different personal-name/date strings and no shared technical context, so they should not be treated as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are just empty, similarly formatted personal-name/date titles and do not show evidence of describing the same underlying bug or request. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45764 is marginally preferable only because it is the earlier-created placeholder; neither issue has any body or linking evidence.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45764 is the least-bad representative in this tiny cluster, but only by chronology since both issues are content-free.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "No evidence of the same underlying bug or request: different titles, no body, no linked targets, and no shared technical context." + "reason": "Different named subjects and dates, with no body, links, or shared technical context; this does not look like the same underlying issue." } ] }, @@ -18628,8 +18681,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18639,12 +18692,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "6cae1f4b9275f29c0c333e4321b1a44927132884998a4d977974712a30a4bc12", + "prepared_review_unit_hash": "ca28c37e519613de14a759259fbe51d66e5a82ba0c1d69057b7f838d92389092", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18652,7 +18705,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18661,18 +18714,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model for value modeling, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "summary": "The two issues are unrelated: one requests a new Qwen token-classification model, while the other asks for FP8 training support. No duplicate/merge relationship is apparent.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests target different problems and would not be resolved by the same change.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative because they are about separate feature requests with no shared underlying bug or fix.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different topics and code paths: adding a model class versus enabling FP8 training. They do not describe the same underlying issue." + "reason": "Different topics and code paths: model class addition vs FP8 training support. They do not describe the same underlying bug or change." } ] }, @@ -18691,8 +18744,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18712,12 +18765,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "2da42aea1df98d74cd979b96ff096e9aa7a951cf9f3ab2b3620dfc6f5d37d9fb", + "prepared_review_unit_hash": "3a28a8ffd32a58c186885c670c497f5502ff12e5fb724d2b4287c23b725c1df5", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18725,7 +18778,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18734,69 +18787,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to split into two duplicate-looking/same-topic issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks related thematically but not like the same issue as either pair.", - "confidence": 0.79, - "canonical_issue_reason": "45870 is a reasonable representative for the 45870/45871 same-topic pair because it is the earlier of the two and their titles/body lengths match closely; however, the cluster does not look like one single duplicate set overall.", + "summary": "The cluster is mixed: it contains two separate exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset-promo issue (45869). There is no single duplicate set across all five items.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue spans the full cluster; it splits into two distinct exact-duplicate pairs (45870/45871 and 45872/45873), while 45869 is a different dataset promotion issue.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best issue to keep as a representative for the strongest same-topic pair, since it is the earlier of the matching 45870/45871 issues and there is no stronger evidence tying 45869 into the same set.", + "best_issue_reason": "If forced to pick one anchor, 45872 is the strongest representative of its exact-duplicate pair because its title/body are specific and self-contained; however, it does not represent the other duplicate pair or the unrelated dataset post.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "They share financial/DataForge context, but one is a dataset/free-sample post and the other is a prediction example; they do not look like the same issue." + "reason": "Different artifact types and scope: 45869 is a dataset bundle promo, while 45870 is an example issue about financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "They share financial/DataForge context, but one is a dataset/free-sample post and the other is a prediction example; they do not look like the same issue." + "reason": "Different artifact types and scope: 45869 is a dataset bundle promo, while 45871 is the example prediction issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title/body-length pair with very strong soft-similarity; these appear to be duplicate or same-topic issues." + "reason": "Same title and apparent body; this looks like an exact duplicate issue pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are about DataForge finance-related content, but they describe different topics: an example versus a scraping-service request." + "reason": "Both mention finance/time series, but they describe different things: an example prediction issue versus a DataForge + scraping-service topic." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both are about DataForge finance-related content, but they describe different topics: an example versus a scraping-service request." + "reason": "Same as 45870/45872: related domain, but not the same concrete issue or change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Both are about DataForge finance-related content, but they describe different topics: an example versus a scraping-service request." + "reason": "Different issue topics and wording; no evidence they describe the same underlying bug or request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Both are about DataForge finance-related content, but they describe different topics: an example versus a scraping-service request." + "reason": "Different issue topics and wording; not the same underlying bug or request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title/body-length pair with very strong soft-similarity; these appear to be duplicate or same-topic issues." + "reason": "Same title and apparent body; this looks like an exact duplicate issue pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster split is plausible, but the writeup overstates the evidence. The packet only shows identical titles and body lengths plus soft-similarity scores; it does not prove the pairs are exact duplicate title/body matches. Please soften the language to something like \"appear to be duplicate/same-topic issues\" and avoid claiming exact duplicates or same underlying issue unless the bodies or explicit links support it. The 45869 non-match call is reasonably conservative, but the cluster-level summary is too strong." + "accept": true, + "feedback": "Grounded and conservative: the packet supports two high-similarity duplicate pairs (45870/45871 and 45872/45873) and a separate dataset-promo issue (45869). The soft-edge accepts are defensible given the identical titles/body lengths and jaccard=1.0 pairs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18809,8 +18862,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -18820,7 +18873,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "389a1a13a49eadbd479354e9053f3462e5bb239d236f61cea9a035fc294ee44b", + "prepared_review_unit_hash": "e19837c0587a10de773ac5861e2b7246a76027ed69b2a4ea72de95f20e5fff1e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18842,27 +18895,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are closely related around static-cache and linear-attention handling, but the packet does not establish that the Qwen3.5 `KeyError: 'linear_attention'` and the wrong-shape `RuntimeError` are the same root bug. They should be treated as related reports rather than confirmed duplicates.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) instead of a model-specific symptom.", + "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they describe different symptoms and likely different code paths: one is an `early_initialization` shape corruption in linear-attention layers, the other is a `KeyError` for `linear_attention` during Qwen3.5 static-cache use. I would not merge them as duplicates on the available evidence.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a concrete mechanism (`early_initialization`) and a broader, likely root-cause failure mode affecting linear-attention layers.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative for the cluster since it is the more general diagnostic report, while 46441 appears to be a narrower failure report in the same area.", + "best_issue_reason": "46439 is the most useful issue to anchor investigation because it describes the underlying corruption/shape mismatch rather than only the downstream crash symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "The titles suggest a shared static-cache/linear-attention area, but the evidence is too thin to conclude the `KeyError` and wrong-shape `RuntimeError` come from the same underlying bug." + "reason": "Reject: both mention static cache and linear-attention, but one is a shape-corruption `RuntimeError` from `early_initialization` while the other is a `KeyError: 'linear_attention'` in Qwen3.5. That is not enough to conclude the same underlying bug or a single fixable code-path." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The conclusion is a bit too strong for the evidence in the packet. We only have titles and a soft-similarity signal, so saying the two issues are the same underlying bug is not fully grounded. A more conservative verdict would be that they appear related and may involve the same static-cache/linear-attention area, but the packet does not establish that the KeyError and wrong-shape RuntimeError are manifestations of one root cause." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18916,154 +18966,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "04c3e08f41789b02c61f5d1306b57d3d47fd70964dacb100f19b8e7f2671076a", + "prepared_review_unit_hash": "77095fc2c508a66fad7cd87677712012f23fafc3b6b50e587b7cb53e21549779", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38084, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38084, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated open pull requests across model additions, docs, tests, and refactors. The only clear duplicate/same-change pair is the two `fixed_cross_entropy` PRs, which both extend `nn.functional.cross_entropy` support in the same helper and target the same issue.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated open PRs that happen to have weak textual overlap. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches, both addressing the same cross-entropy kwargs support bug.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair because it has the explicit issue link (`#43240`) and describes the concrete fix more clearly, while 43254 is essentially the same code change with a different framing.", + "canonical_pr_reason": "PR 43251 is the best representative of the duplicate pair: it explicitly targets issue #43240, has the fuller implementation, and more discussion activity than 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative overall for the only true duplicate cluster in this set: it is the most specific, issue-linked, and directly matches the shared `loss_utils.py` change.", + "best_pr_reason": "PR 43251 is the strongest canonical PR candidate in the cluster because it is the clearest concrete fix for the shared bug and is the more established of the two near-identical patches.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: one adds VideoPrism, the other adds an ExecuTorch dynamic-shape test. They do not fix the same bug or implement the same change." + "reason": "Both are unrelated model/docs/test changes with only superficial similarity around adding/validating features; they do not fix the same concrete code-path problem." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different tokenization helper work vs adding a new model. Same broad area of model support is not enough to treat these as duplicates." + "reason": "One is a Mistral tokenizer helper fix, the other adds a new model; no shared bug or mergeable common change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions and an ExecuTorch export test are unrelated changes." + "reason": "Tokenizer method additions and ExecuTorch dynamic-shape tests are unrelated changes despite both being small PRs." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both involve processor/model infrastructure, but they address different models and different problems; not the same underlying change." + "reason": "These touch different processor/model-pretrained behavior and a new model addition; not the same underlying fix." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to adding `facebook/MobileLLM-125M`." + "reason": "Cross-entropy kwargs support and adding MobileLLM are entirely unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different fixes: cross-entropy kwargs support versus Mistral4 test/model integration work." + "reason": "Loss-function kwargs support and Mistral4 test/model cleanup do not address the same code path." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "An export test for dynamic shapes and Mistral4 test fixes are unrelated." + "reason": "ExecuTorch dynamic-shape export tests and Mistral4 fixes are unrelated test/model areas, not one bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch exportability test vs model addition; no shared concrete bug/change." + "reason": "Dynamic-shape export testing and adding MobileLLM are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Model implementation addition and a config-resolution ordering fix are different code paths and different bugs." + "reason": "New MobileLLM model scaffolding and config-resolution order fixing are different features/bugs." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model vs Falcon output-collection refactor; not the same change." + "reason": "MobileLLM addition and Falcon output-interface refactoring are distinct model changes with no shared failure mode." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill files are unrelated." + "reason": "Falcon output-capture refactoring and model-creation skill files are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output interface refactor and Mistral4 test fixes are not the same concrete problem." + "reason": "Falcon standardized-output refactor and Mistral4 fixes are not the same concrete change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work and `layrnorm` renaming across CLIP-like models are unrelated." + "reason": "Mistral4 test/model fixes and the `layrnorm` typo correction are unrelated; shared model conversion context is too broad." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat parsing/serve updates are unrelated." + "reason": "Mistral4 fixes and chat-response parsing updates do not target the same code path or bug." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and a new TDT loss kernel are different features/fixes." + "reason": "Mistral4 fixes and adding a TDT loss kernel are separate areas with no shared underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "A Mistral4 test PR and a class config-resolution fix address different issues." + "reason": "Mistral4-specific fixes and config-resolution order changes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Shared `modeling_auto.py` touch is incidental; one is Mistral4 tests and the other is a model-creation skill, so they are not duplicates." + "reason": "A model fix PR and a model-creation skill PR are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill are clearly separate changes." + "reason": "MobileLLM model addition and the skill/documentation PR are not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` in `loss_utils.py` to forward supported `cross_entropy` kwargs; they address the same concrete code-path and could plausibly be merged into one PR." + "reason": "Both PRs patch `fixed_cross_entropy` to pass through supported `nn.functional.cross_entropy` kwargs for the same bug (#43240), and the diffs are effectively alternative implementations of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by the shared `src/transformers/loss/loss_utils.py` change and the common issue target `43240`, so treating them as mergeable duplicates is reasonable. The other pairwise rejections also appear appropriately cautious and not overstated." + "feedback": "The summary is grounded in the packet: the only clear duplicate/mergeable pair is PR 43251 and PR 43254, both modifying `src/transformers/loss/loss_utils.py` for the same `fixed_cross_entropy` kwargs issue and sharing issue target 43240. The other soft-edge rejections are conservative and do not overclaim duplication from weak textual overlap." }, "evaluator_used": true, "retried": false, @@ -19092,46 +19142,46 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "6898d33e8b55b572190ca85e56a7c3d1ef3bafde7e1d459b5fede8a730f95df2", + "prepared_review_unit_hash": "ed225d39c5922df411b28cb173e40ed88fc6caf3077dae503dcef4e3da18e18a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10380, - "estimated_input_tokens": 2595, - "estimated_eval_tokens": 5446 + "serialized_chars": 10381, + "estimated_input_tokens": 2596, + "estimated_eval_tokens": 5448 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10380, - "estimated_input_tokens": 2595, - "estimated_eval_tokens": 5446 + "serialized_chars": 10381, + "estimated_input_tokens": 2596, + "estimated_eval_tokens": 5448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are related only by shared Transformers boilerplate and auto-registration edits, but they implement different model features: VibeVoice core support, VibeVoice Realtime, and Parakeet-RNNT. None are duplicates.", - "confidence": 0.96, + "summary": "These are three distinct pull requests: an initial VibeVoice implementation, a later VibeVoice Realtime extension, and a Parakeet-RNNT addition. They share some auto-registry plumbing, but not the same underlying bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the best representative of the VibeVoice core implementation: it is the original, broad PR for that model family and has the most complete initial integration. It is not a canonical representative for the other PRs, which target different features/models.", + "canonical_pr_reason": "PR 40546 is the best canonical anchor because it is the most established standalone implementation (non-draft, high review activity) for the VibeVoice model family and is more central than the later extension or the unrelated Parakeet PR.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest single PR in the set as a reference point because it is the main VibeVoice implementation with substantial model, auto, and docs changes. The other two PRs are separate feature additions and should not be collapsed into it.", + "best_pr_reason": "PR 40546 is the strongest representative of the cluster: it is a complete, mature VibeVoice implementation with substantial review activity and clear scope, whereas 42781 is an extension and 46331 targets a different model family.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Same model family and overlapping auto/docs files, but different underlying change: 40546 adds VibeVoice core support while 42781 adds VibeVoice Realtime with additional acoustic-tokenizer/realtime-specific code. They would not plausibly merge as one duplicate PR." + "reason": "Both are VibeVoice-related, but 42781 is a separate realtime/acoustic-tokenizer extension with additional generation and model files, not the same concrete change as the initial VibeVoice implementation; they are not safe duplicates." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different underlying models and features: VibeVoice Realtime versus Parakeet-RNNT. Shared auto files are broad integration boilerplate, not evidence of the same bug or change." + "reason": "These target different model families (VibeVoice vs Parakeet-RNNT). Shared auto-registration files are generic plumbing and do not indicate the same underlying fix or feature." } ] }, @@ -19161,7 +19211,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "62cf5325b53cd0e9ba76d65c47877778926cfeb995029bb749b322aa52ecf8a9", + "prepared_review_unit_hash": "b42f4efc7f71a83a94641a236895bc86251b123d08226afa22a9bd3ffd56e58e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19183,18 +19233,18 @@ "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. The soft similarity is too broad to treat as a duplicate change.", - "confidence": 0.97, + "summary": "These are unrelated pull requests in different model areas: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR cluster here. The changes target different code paths and models; if a representative PR is needed, 41224 is the stronger anchor because it has more review activity and a focused, self-contained implementation.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "41224 is the better representative only as a cluster anchor: it is more mature/reviewed and its scope is clearly defined. It is not a duplicate of 40755.", + "best_pr_reason": "pull_request:41224 is the more self-contained and concrete model feature PR, but it is not a duplicate of the TimesFM change and should not serve as a cluster canonical.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these are different feature PRs for different model architectures and tasks. 40755 adds TimesFM forecasting with covariates; 41224 adds DINOv3 image-classification support. They do not appear to fix the same code-path problem or be mergeable into one PR." + "reason": "Different models, different user-facing capabilities, and different code paths/files. TimesFM forecasting with covariates is unrelated to DINOv3 image classification support, so they are not the same underlying change." } ] }, @@ -19289,12 +19339,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "50fa02557cefcf300f37157562bb65747932babfa5869b5f1a2b7f1f04b129d3", + "prepared_review_unit_hash": "35333d0fbb363e318bd6d24bd9a2a87570cbe2934ca713082b99fa2465e3a711", "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 }, @@ -19302,7 +19352,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19311,24 +19361,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share the same Transformers integration scaffolding, but the actual model code, docs, and tests are for different underlying models, so they are not duplicates.", - "confidence": 0.95, + "summary": "These are three separate model-onboarding pull requests that share common Transformers scaffolding, but they target different models and do not appear to fix or implement the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 41797 adds DeepSeekOCR, 45186 adds Isaac, and 45630 adds Kimi2-6; they share boilerplate files but not the same model or code-path change.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the broadest and most developed of the three, with the highest review activity and a full model integration, but it still represents a distinct model addition rather than a duplicate of the others.", + "best_pr_reason": "If one must be used as a representative, 45186 is the most structurally central because it overlaps with both other PRs in the generic onboarding files, but it is still a distinct model addition and not a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and code paths: DeepSeek OCR vs Isaac. Shared auto-registration/docs are generic scaffolding, not evidence of the same change." + "reason": "Different models and different implementation targets: DeepSeekOCR vs Isaac. The overlap is limited to shared onboarding boilerplate (docs, auto mappings, utils), not the same underlying feature or bug." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6. Overlap is only in standard model-registration and documentation files, so they should not be merged as duplicates." + "reason": "Different model additions (Isaac vs Kimi2-6) with distinct files and code paths. Shared Transformers registration/docs changes are too generic to treat as the same change." } ] }, @@ -19358,7 +19408,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "a99cb5e89740290cf8b644b3851e976039247395861d59c001155ecdf8107eaa", + "prepared_review_unit_hash": "7b897fcda9cbe9d702e140a8431dda9c934a177feb60ac11b47c8dace0449224", "component_budget": { "node_count": 2, "item_count": 2, @@ -19380,18 +19430,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related CI-maintenance PRs, but they target different action upgrades and should not be merged as duplicates. PR 42975 is a broad Node 24 compatibility update for core GitHub Actions, while PR 42976 narrowly bumps docker/build-push-action and a few workflow action versions to latest.", - "confidence": 0.93, + "summary": "Both PRs are broad GitHub Actions maintenance updates, but they target different upgrade sets and motivations: one is explicitly about Node 24 compatibility for core workflow actions, while the other is a general version bump centered on docker/build-push-action and a few other actions. They overlap on workflows, but not on the same concrete fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, more explicit GitHub Actions compatibility upgrade and covers the main workflow-action version migrations in the cluster.", + "canonical_pr_reason": "PR #42975 is the more canonical representative: it has the clearest specific motivation (Node 24 compatibility) and covers a broader set of workflow action upgrades.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the clearest stated goal, the widest workflow impact, and the most central maintenance theme.", + "best_pr_reason": "PR #42975 is the best cluster representative because it is the more explicit, broader maintenance change and most clearly captures the underlying compatibility-driven workflow updates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow-action version bumps, but they change different dependencies and different concrete paths: 42975 is about Node 24-compatible core actions (checkout/cache/upload-artifact, etc.), while 42976 is a separate docker/build-push-action v6 update plus a few other latest-version bumps. They are related maintenance, not the same underlying change." + "reason": "Reject: these are related workflow dependency upgrades, but they do not appear to fix the same underlying bug or change. #42975 focuses on Node 24 compatibility for checkout/cache/upload-artifact across many workflows, while #42976 mainly bumps docker/build-push-action and a few other actions to newer versions. They could exist as separate PRs and are not a single mergeable change." } ] }, @@ -19428,70 +19478,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "b95a6ad298fa4b9f98b66da9d46e6fd79717e87d662a08a5dac91ce57c514e12", + "prepared_review_unit_hash": "ae90bc87630fa2a496402622a8d2a24a54d5d6d0d49f227595ab9069f2d6ee28", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14253, - "estimated_input_tokens": 3564, - "estimated_eval_tokens": 7384 + "serialized_chars": 14251, + "estimated_input_tokens": 3563, + "estimated_eval_tokens": 7382 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14253, - "estimated_input_tokens": 3564, - "estimated_eval_tokens": 7384 + "serialized_chars": 14251, + "estimated_input_tokens": 3563, + "estimated_eval_tokens": 7382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four distinct model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share framework boilerplate and auto-registration files, but they do not describe the same underlying change or code path, so none should be clustered as duplicates.", - "confidence": 0.97, + "summary": "These PRs are not duplicates; they are separate model-addition changes for different architectures (ViT NEPA, Molmo, Molmo2, and CTSM). The shared files are mostly boilerplate registration/docs touched by many model additions, not evidence of the same underlying change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request introduces a different model and code path, so there is no single duplicate candidate in this set.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for duplicate triage: all four PRs are distinct feature additions, not competing fixes for the same bug or change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo. Shared docs/auto-registration boilerplate is not enough to treat them as the same change." + "reason": "Different models and implementations: ViT NEPA vs Molmo. Overlap is limited to shared registry/docs files common to model additions, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo2. They touch overlapping registry files, but the concrete model code and purpose are unrelated." + "reason": "Different model families and code paths: ViT NEPA and Molmo2. Shared auto/docs files are boilerplate, not duplicate-fix evidence." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations: ViT NEPA vs CTSM. No shared bug or mergeable single code-path fix." + "reason": "ViT NEPA and CTSM are unrelated model additions. Similar filenames reflect shared Transformers registration patterns, not the same PR." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with different configs, processors, and modeling files; this is not the same underlying change." + "reason": "Molmo and Molmo2 are related by name but still distinct model additions with different files, processors, and conversion logic; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions. Shared auto/modeling plumbing is broad framework work, not a duplicate concrete fix." + "reason": "Molmo and CTSM affect different model code paths. The shared auto/model registration files are too generic to merge as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model integrations with distinct code paths and tests; not mergeable as one PR." + "reason": "Molmo2 and CTSM are separate model integrations with different filenames and behavior. There is no evidence they fix or add the same concrete feature." } ] }, @@ -19528,70 +19578,70 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "b9cb702467988b62b219a3eaa373f89e5cb8af0601eac09ef4a1529b202e225e", + "prepared_review_unit_hash": "d727c72b4bc147fee2b52931ade7200764d3d2ab527d843c5271522555f52b8b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11145, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11145, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs appear to be unrelated fixes across different subsystems; the soft-similarity links are title/shape noise rather than the same underlying change.", - "confidence": 0.92, + "summary": "These PRs are not duplicates: they span unrelated areas (Whisper decoding/tests, CLIP/ViT test edits, FP8 dequantization/model loading, and generation watermarking validation). The shared signal is only generic similarity in titles and some overlapping model names, not the same underlying bug or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster here: 43291 is a Whisper tokenization/test fix, 43665 is test-only noise, 44815 is an FP8 dequant/model-loading fix, and 46380 is a generation/watermarking validation fix. None are the same concrete change.", + "canonical_pr_reason": "PR 46380 is the strongest standalone candidate because it contains a concrete production bug fix in generation config validation with a clear code-path change and accompanying tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the strongest standalone PR to represent as a substantive, coherent fix because it patches actual generation validation behavior and includes a focused code-path correction. The others are either unrelated or test-centric.", + "best_pr_reason": "PR 46380 is the best representative of the cluster overall: it is the most substantive and self-contained fix, whereas the others are either test-only, unrelated, or too narrow to serve as a cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different targets and bugs: Whisper tokenization/timestamp decoding vs. unrelated CLIP/ViT test edits; shared wording is not enough." + "reason": "Both are vague fix/test PRs, but they target different models and different changes: Whisper tokenization/decode logic vs. CLIP/ViT test edits. No shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding fix and FP8 dequant/model-loading fix are different code paths and failure modes." + "reason": "Whisper decode/test changes are unrelated to FP8 dequantization and core model loading fixes. Different subsystem, different failure mode." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization/modeling changes are unrelated to generation-config watermarking validation." + "reason": "Only overlap is that both mention Whisper files, but the actual fixes are different: Whisper timestamp decode handling vs. generation watermarking config validation." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only CLIP/ViT edits do not match a concrete FP8 dequantization bug fix." + "reason": "Test-only CLIP/ViT edits are unrelated to FP8 quantization and loading logic. Not the same bug or change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated: dummy test modifications versus generation/watermarking logic." + "reason": "Generic test-fix PR vs. generation config bug fix. No plausible single merged change or common code-path issue." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/dequantization plumbing is not the same underlying bug as generation config validation and Whisper-related changes." + "reason": "FP8 dequantization/model-loading changes are unrelated to generation watermarking validation. Different code paths and different concrete problems." } ] }, @@ -19621,7 +19671,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "694f54c5aac68773fa7703bee49c59d6549179c56494ec4b487d742fbf52cd0f", + "prepared_review_unit_hash": "fa761d85afa8fa13c9c1b708a126c2718c667127a11c5893b34584d890ba0824", "component_budget": { "node_count": 2, "item_count": 2, @@ -19643,18 +19693,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both non-production \"don't merge\" bot-test PRs, but they target different behaviors and code paths. The shared Vit test file is incidental; they are not duplicates.", - "confidence": 0.93, + "summary": "The two pull requests are unrelated: one is a small repo-bot/setup check tweak, the other is a broader workflow/test utility change. They share only a test filename and soft similarity, not the same underlying fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43488 is the cleaner representative of the cluster: it is narrower and more self-contained, centered on setup/version/dependency changes plus a targeted test tweak. PR 43532 is broader and mixes workflow, utility, and notification changes.", + "canonical_pr_reason": "PR 43532 is the better representative of the cluster because it is the more substantive repository PR with multiple workflow and test-utility changes; PR 43488 is a narrow '[don't merge]' bot/check PR and does not match the same change intent.", "best_issue_reason": null, - "best_pr_reason": "PR 43488 is the best single PR to represent the cluster because it is the most focused and easiest to triage as a standalone repo-bot test change.", + "best_pr_reason": "PR 43532 is the strongest standalone candidate: it has broader impact, more touched files, and real workflow/test logic changes, whereas 43488 is an isolated setup/version/bot-format check.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different changes with different goals: 43488 adjusts packaging/versioning and a test, while 43532 rewires CI/workflow and testing utilities. The shared Vit test file is not enough to treat them as the same underlying fix." + "reason": "Different purposes and code paths: 43488 is a small setup/version/test artifact, while 43532 changes CI workflows, testing utilities, and related tests. Shared Vit test file alone is not enough to treat them as the same underlying change." } ] }, @@ -19684,12 +19734,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "167a43c77d706785d62631967c5bc38a4deda66a002b30fa6cb89c154cfa6d08", + "prepared_review_unit_hash": "cdf1e8c7e9d0b3d05ab32a9275cfda6d22cad4b9e1756a2e9f62130eae7f47c6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19697,7 +19747,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19706,18 +19756,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share framework/docs/test scaffolding, but they target different tasks and model integrations, so they should not be deduplicated.", - "confidence": 0.97, + "summary": "Two separate open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share documentation/registry plumbing, but they target different pipeline names and different model/test sets, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue is present; if one PR must represent the cluster, the Promptable Visual Segmentation PR is the broader and more complete change, touching more model integrations and tests.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear duplicate canonical. If forced to pick a representative, neither is a substitute for the other because they implement different pipelines and code paths.", + "best_pr_reason": "PR #43613 is the better representative because it covers the larger integration set (multiple model/test files) and is the more substantial pipeline addition.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Related segmentation-feature PRs, but not the same underlying change: one is concept segmentation and the other is visual segmentation, with different pipeline modules, model docs, and tests. Shared docs/util scaffolding is not enough to merge them as duplicates." + "reason": "Different underlying features: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/registry files are expected for new pipeline additions and do not indicate the same bug or change." } ] }, @@ -19747,7 +19797,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "666e3b5f935fe01397ebc2fa0cc943da670f8f990d61bfe246b6a4c24a9bc674", + "prepared_review_unit_hash": "a2ecb7f91d3f86105241e17a37b7be0d71e1e4d0dfa648c4e20ad00fcf58196b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19769,18 +19819,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py`, but they address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column discovery for column filtering.", - "confidence": 0.97, + "summary": "The two PRs both touch `trainer.py` and expose custom-trainer extension points, but they solve different problems: gradient-accumulation loss scaling vs. signature-column filtering. They are related in scope, not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better canonical PR because it targets a single concrete behavioral change in `training_step` and has the clearest bug-fix semantics.", + "canonical_pr_reason": "No single canonical PR: the changes target different trainer code paths and could ship independently.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest representative of the cluster: it is a focused, self-contained change with a direct runtime effect, whereas the other PR is more of an internal refactor/override hook.", + "best_pr_reason": "Neither PR is a duplicate of the other, so there is no global best representative for a single underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different problems: #43651 changes gradient-accumulation loss normalization, while #43663 adds a helper for model signature column filtering. They are not the same underlying fix and would not be merged as one PR." + "reason": "Different concrete behavior changes in `Trainer`: one adjusts loss scaling during gradient accumulation, the other refactors signature-column inspection for filtering. Shared file/subsystem alone is not enough to treat them as the same change." } ] }, @@ -19810,12 +19860,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "49600083d42cabd9cc1c38d0966e70165e5903397aff429344bd8576988c51a3", + "prepared_review_unit_hash": "9e80e6557f660e93c55fc5c30145a1435ac96610edf6ce44656a9c29c112bd4a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19823,7 +19873,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19832,18 +19882,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs modify `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they address different runtime failure modes: one is a typing/annotation fix with `from __future__ import annotations`, while the other guards the `TypeAdapter` import for environments without `pydantic`. They are related, but not the same underlying change.", - "confidence": 0.93, + "summary": "Two PRs touch the same CLI file and the same general TypeAdapter area, but they appear to fix different failure modes: one is a broad annotations/runtime NameError fix, the other is a narrower optional-pydantic typing/import fix.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the better canonical PR for the `TypeAdapter NameError` problem because its diff directly targets the failure mode in the title and issue link: it moves `TypeAdapter` behind `TYPE_CHECKING` and stringifies the annotation so importing the CLI works when `pydantic` is absent.", + "canonical_pr_reason": "PR #43656 is the broader, more direct fix for the reported CLI TypeAdapter NameError and likely represents the root runtime issue rather than a follow-up typing-only adjustment.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the clearest representative of the cluster's concrete bug: a runtime `NameError` tied to `TypeAdapter` import availability in the CLI. It has the tighter, more specific fix and the explicit issue target.", + "best_pr_reason": "PR #43656 is the best representative of the cluster because its title and diff align most directly with the underlying NameError in the CLI and it addresses the runtime annotation problem at the source.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom, but different root causes. PR 43656 is about postponed evaluation/typing cleanup, while PR 43842 specifically fixes `TypeAdapter` being unavailable when `pydantic` is not installed. They would not naturally be merged as one PR." + "reason": "Related but not the same underlying bug: #43656 fixes a general TypeAdapter/annotation NameError in the CLI, while #43842 specifically handles pydantic being absent via TYPE_CHECKING and quoted annotations. They are plausible follow-ups, not one mergeable change." } ] }, @@ -19989,8 +20039,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -20035,7 +20085,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "e7869a60c4ae05e3bcf9e37bf5d7e91cbac207726734cf2ba4234db8fa8833e7", + "prepared_review_unit_hash": "b8f29b7222527fff30aca5127374f7774bd7f22fa41f44e0f19f6b8cd8f76127", "component_budget": { "node_count": 28, "item_count": 28, @@ -20048,7 +20098,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75085, + "serialized_chars": 75086, "estimated_input_tokens": 18772, "estimated_eval_tokens": 37800 }, @@ -20057,384 +20107,402 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a thematic cluster of per-model output-tracing refactors, not one shared bug. The only strong duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair; the rest touch different models and should stay separate.", - "confidence": 0.84, + "summary": "This cluster is mostly a set of model-specific refactors to the new standardized output-tracing/capture_outputs pattern. Most PRs are not duplicates of each other because they touch different model code paths, but there are clear overlaps within GPT-Neo and GPT-J/CodeGen.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical PR for the true overlap subset: it covers the GPT-J/CodeGen output-tracing refactor, is the latest version, and appears to subsume the narrower GPT-J-only variant.", + "canonical_pr_reason": "PR #44722 is the best representative of the overlapping GPT-J/CodeGen tracing refactors: it is the latest and most complete concrete implementation in the shared code path, and it subsumes the same underlying change as the earlier GPT-J-focused PRs.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best overall representative of the duplicate-like work in this cluster because it is the broadest and most complete implementation of the GPT-J-side refactor.", + "best_pr_reason": "#44722 is the strongest single PR in this cluster because it covers the same standardized output-tracing refactor in the GPT-J/CodeGen path, is later than the overlapping GPT-J PRs, and appears to be the most complete version of that change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models/files (CVT/FNet vs GPT-J); same theme/issue target only, not the same change." + "reason": "Both are output-tracing refactors, but they target different model families and code paths, so they are not the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model refactors (CVT/FNet vs DeBERTa v2); no shared code path." + "reason": "CVT/FNet output-tracing refactor vs DeBERTa output-tracing refactor; same theme, different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Same general GPT-J theme, but 44066 also bundles CodeGen; this is overlapping scope, not a clear duplicate PR pair." + "accept": true, + "reason": "Both touch the GPT-J tracing path and appear to implement the same decorator-based output-handling change; 44066 is a broader variant that also includes CodeGen." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs EfficientNet are different model implementations, not the same bug/change." + "reason": "ResNet/RT-DETR ResNet refactor vs EfficientNet refactor; same general pattern, but not the same underlying bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are different model-specific refactors." + "reason": "Different model families and different concrete code paths; sharing the same meta-tracking issue is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; shared issue target is not enough to make them duplicates." + "reason": "GPT-J/CodeGen tracing refactor vs EfficientNet tracing refactor; not the same underlying change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 touch different code paths and model families." + "reason": "MobileNetV2 tracing standardization vs DeBERTa tracing refactor; different implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are unrelated implementations." + "reason": "GPT-J/CodeGen output-tracing refactor vs MGP-STR output-tracing refactor; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same output-tracing theme, but not the same model change." + "reason": "GPT-J/CodeGen refactor vs MPT refactor; same broad theme, different model code." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both refactor GPT-Neo output tracing in the same model file with overlapping test changes; same underlying change." + "reason": "Both are GPT-Neo output-tracing refactors in the same file and appear to be the same concrete change/iteration." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different models; only the output-tracing theme matches." + "reason": "GPT-Neo vs GPT-J/CodeGen; different models and different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are distinct model refactors." + "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-related refactor vs GPT-J/CodeGen refactor; different model code paths." + "reason": "ResNet output tracing refactor vs GPT-J/CodeGen output tracing refactor; unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + "reason": "MGP-STR refactor vs GPT-J/CodeGen refactor; same theme but different model-specific logic." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet-related refactor vs GPT-J refactor; not the same underlying change." + "reason": "ResNet tracing refactor and GPT-J tracing refactor are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model families; only the decorator migration theme is shared." + "reason": "GPT-Neo and ResNet are different models with different output-tracing implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet-related refactor vs MPT refactor; different model code paths." + "reason": "ResNet vs MPT; same issue family, but different code paths and not mergeable as one PR." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated models." + "reason": "GPT-Neo tracing refactor vs Flaubert/XLM tracing refactor; different model code." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model-specific changes." + "reason": "GPT-Neo vs Flaubert/XLM; different underlying changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations." + "reason": "GPT-Neo tracing refactor vs GPT-J/CodeGen tracing refactor; not the same change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model refactors." + "reason": "MPT refactor vs GPT-J/CodeGen refactor; same meta-pattern, different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same theme, different code paths." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "GPT-Neo vs MGP-STR; different concrete code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MPT are different model families." + "reason": "GPT-Neo vs MGP-STR; same style of refactor, but not the same underlying bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model refactors." + "reason": "GPT2 tracing refactor vs MGP-STR tracing refactor; different models and code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model implementations." + "reason": "GPT-J refactor vs MGP-STR refactor; unrelated concrete implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model changes." + "reason": "GPT2 output tracing refactor vs GPT-J/CodeGen output tracing refactor; different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model-specific output-tracing refactors." + "reason": "ViLT output handling refactor vs Flaubert/XLM output tracing refactor; same theme, different code." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model families." + "reason": "GPT-Neo refactor vs MPT refactor; not the same fix." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + "reason": "SegFormer output-tracing refactor vs GPT-J/CodeGen refactor; different models and code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model implementations." + "reason": "SegFormer vs LongT5; both are standardized output-handling work, but not the same underlying bug/change." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer and VisualBERT are unrelated model refactors." + "reason": "VisualBERT refactor vs Flaubert/XLM refactor; different concrete implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "MPNet refactor vs LongT5 refactor; not the same change." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "MPT and MGP-STR are different model code paths." + "reason": "RegNet refactor vs GPT-Neo refactor; different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and VisualBERT are different model families." + "reason": "SegFormer and GPT-Neo are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and MPNet are unrelated model refactors." + "reason": "SqueezeBert output-tracing migration vs GPT-J/CodeGen tracing refactor; not the same code path." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are different model implementations." + "reason": "SqueezeBert vs LongT5; same broad pattern, but different changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model changes." + "reason": "GPT-Neo refactor vs MPT refactor; different models." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "TextNet refactor vs Flaubert/XLM refactor; different concrete code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "MPNet and LongT5 are unrelated model refactors." + "reason": "RegNet and MPNet are different models; these are not duplicate fixes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model implementations." + "reason": "RegNet refactor vs LongT5 refactor; same standardized-output theme, but unrelated implementations." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model changes." + "reason": "TextNet vs LongT5; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different model families." + "reason": "GPT-Neo vs LongT5; not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are unrelated model refactors." + "reason": "RegNet vs MPT; different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different model implementations." + "reason": "SqueezeBert refactor vs MPT refactor; different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; unrelated model-specific output-tracing implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are unrelated model changes." + "reason": "SqueezeBert vs VisualBERT; same pattern, different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; not the same bug or refactor." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families with different output-handling changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "TextNet vs LongT5; different concrete implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5; different model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated model refactors." + "reason": "MPT refactor vs SpeechT5 refactor; same theme, different model-specific logic." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different model code paths." + "reason": "SqueezeBert vs GPT-Neo; different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are unrelated model changes." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and LongT5 are different model families." + "reason": "RegNet vs MPT; not the same underlying change." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and SegFormer are unrelated model refactors." + "reason": "SqueezeBert vs MPT; different model code." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are different model implementations." + "reason": "SqueezeBert vs DeBERTa V2; unrelated concrete fixes." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated model changes." + "reason": "DeBERTa V2 vs TextNet; different output-tracing implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the later, more complete version of the same change." + "reason": "Both are GPT-J/CodeGen standardized output-tracing refactors and appear to address the same concrete code path; 44722 is the broader later version." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file; 44722 subsumes the GPT-J-only variant." + "reason": "Both touch the GPT-J tracing path and look like the same decorator-based output-handling change; 44722 is the more complete version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPT-J vs SpeechT5; same general project theme, but different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." + "reason": "CVT/FNet tracing refactor vs ResNet/RT-DETR ResNet tracing refactor; not the same change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model changes." + "reason": "CVT/FNet refactor vs SpeechT5 refactor; different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model code paths." + "reason": "DeBERTa V2 vs SpeechT5; different output-tracing code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and ViTS are unrelated model refactors." + "reason": "DeBERTa V2 refactor vs Vits refactor; same standardized-output theme, but not the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: this is mostly a per-model output-tracing refactor cluster, and the only clearly overlapping duplicate-like work is the GPT-Neo pair plus the GPT-J/CodeGen subset with 44722 as the later, broader version. The soft-edge accepts are reasonable and the rejections stay conservative for different model families." + "feedback": "The cluster summary is grounded in the packet: it correctly identifies the GPT-Neo overlap and the GPT-J/CodeGen overlap, while treating the other PRs as model-specific, non-mergeable refactors. The accepted soft-edge pairs are conservative and supported by shared file paths / later superseding iterations, and the rejected pairs do not look like single-PR mergeable fixes for the same bug." }, "evaluator_used": true, "retried": false, @@ -20472,7 +20540,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "a4a17096dcec12bff3712971254bb6b3c519a743b8cd1eac0ba3e78fb2a461eb", + "prepared_review_unit_hash": "f44cdaa5f324742820a88a86f5cf2d66894c76f331dfbab9beed4d99a837290b", "component_budget": { "node_count": 28, "item_count": 28, @@ -20485,57 +20553,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all implement similar standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", - "confidence": 0.95, + "summary": "This cluster is a set of model-specific PRs migrating different architectures to standardized output tracing/capture decorators. They share a refactor theme, but each PR targets a different model/code path rather than the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate here: each change is model-specific (RegNet, SqueezeBert, FocalNet, MPNet, VisualBert, TextNet, ImageGPT, SpeechT5) and would not be merged into one patch without mixing unrelated codepaths.", + "canonical_pr_reason": "PR 44073 is a good canonical representative because it shows the core pattern of the cluster cleanly: switching VisualBert to the new output-capture decorators and wiring in model-specific output recording metadata. It is a clear, self-contained example of the refactor family.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR in the set because it has an explicit issue target and a concrete SpeechT5-specific refactor, but it is still not a duplicate of the other model-specific output-tracing PRs.", + "best_pr_reason": "PR 44129 is the strongest standalone PR because it has an explicit linked issue, a concrete SpeechT5 code-path change, and a more complete refactor of the output-tracing behavior than the smaller model-specific examples.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same broad decorator migration theme, but FocalNet and ImageGPT are different models with different implementations; not the same underlying change." + "reason": "Both are standardized-output refactors, but they touch different models (FocalNet vs ImageGPT) and different forward paths. Same theme, not the same underlying change, so they should not be merged into one PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert vs TextNet are unrelated codepaths; both standardize output capture, but they are separate model-specific refactors." + "reason": "VisualBert and TextNet are separate model implementations with distinct output plumbing. These are parallel refactors, not one concrete bug or code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different model stacks and modules; similarity is only in the refactor pattern, not the underlying bug/change." + "reason": "MPNet and VisualBert are unrelated model-specific migrations. They share the output-tracing pattern but do not fix the same underlying code-path problem." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing cleanups, but for different models (MPNet and TextNet) and different forward paths, so they should not be merged as duplicates." + "reason": "Different models and different output semantics; this is the same broad refactor campaign, not one mergeable change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct model implementations; this is a shared modernization pattern, not one concrete fix." + "reason": "RegNet and SqueezeBert are separate model code paths. The PRs are similar in style, but not duplicates of the same fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 change different codepaths and APIs; SpeechT5 also has an explicit issue-scoped refactor, so these are not the same PR." + "reason": "SqueezeBert and SpeechT5 target different architectures and output-capture implementations. They are not the same concrete change and would not plausibly be merged as one PR." } ] }, @@ -20620,298 +20688,298 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "75e09e13917b8515e975e136b8d1bb28fb436f9f60f9e3880044adcd2e41cb4b", + "prepared_review_unit_hash": "6942173260262f1da35517b4dd48aa6eb62e9734dbb4d183973f7c8dac4390f6", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43576, - "estimated_input_tokens": 10894, - "estimated_eval_tokens": 22044 + "serialized_chars": 43565, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43576, - "estimated_input_tokens": 10894, - "estimated_eval_tokens": 22044 + "serialized_chars": 43565, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose thematic cluster of similar refactors, not a true duplicate set: most PRs are per-model output-tracing changes, while 46438 is unrelated tooling work. I do not see any pair that should be merged as the same concrete change.", - "confidence": 0.23, + "summary": "This cluster is a batch of similarly named but separate model-specific output-tracing refactors, plus one unrelated utility performance PR. They share a theme, not the same underlying code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the most representative single PR in the output-tracing refactor family: it has a concrete multi-file implementation and sits near the center of the similarity fan-out.", + "canonical_pr_reason": "PR 44003 is the best cluster anchor: it is a substantive refactor that spans two closely related Mamba implementations and most clearly represents the output-tracing refactor pattern in this set.", "best_issue_reason": null, - "best_pr_reason": "44025 is the clearest canonical representative if one must be chosen, because it is a substantive, self-contained refactor rather than a narrowly scoped single-file variant.", + "best_pr_reason": "PR 44003 is the strongest representative because it has the broadest in-family scope and the most substantial output-capture plumbing among the similar refactor PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same general output-tracing refactor theme, but different model code paths and files; not the same concrete change." + "reason": "Same tracing-refactor theme, but `timm_backbone` and `upernet` are different model paths and this is not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are refactors around output tracing, but they target different models and implementations." + "reason": "Both are output-tracing refactors, but they target different architectures (`timm_backbone` vs `vision_text_dual_encoder`)." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; shared API refactor pattern is not enough to make these duplicates." + "reason": "Same refactor motif, but `timm_backbone` and `univnet` are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and different implementation details; only loosely related by tracing refactor." + "reason": "Different model families (`timm_backbone` vs `mamba/falcon_mamba`); similar helper usage is not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; same broad refactor motif, but not mergeable as one PR." + "reason": "`timm_backbone` and `rwkv` are distinct implementations; this is only a thematic similarity." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both touch output handling, but on different architectures and files; not the same underlying fix." + "reason": "`mobilenet_v1` and `univnet` are different models; shared tracing refactor pattern is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor pattern, different model implementation and scope." + "reason": "These touch different model code paths (`mobilenet_v1` vs `upernet`) and are not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different output-tracing code paths; not a duplicate change." + "reason": "Different model families (`mobilenet_v1` vs `depth_anything`); same refactor style, not the same PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Related encoder/decoder-style refactor, but still a separate model and separate implementation." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated implementations, so this is not one duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same broad output-tracing cleanup theme, but not the same code-path problem." + "reason": "Different code paths (`mobilenet_v1` vs `speech_encoder_decoder`); do not merge based on similar output tracing work." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "They are parallel refactors in different model files, not one concrete bug fix." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated architectures despite the same refactor wording." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model targets; similar API cleanup only." + "reason": "These are distinct model implementations (`vision_text_dual_encoder` vs `upernet`), not one underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate model implementations; no evidence of the same defect or change request." + "reason": "Different model families (`vision_text_dual_encoder` vs `mamba/falcon_mamba`); similar helper additions are not enough." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Both are output-tracing refactors, but for unrelated models and code paths." + "reason": "Separate model code paths (`vision_text_dual_encoder` vs `depth_anything`) and not the same fix." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward paths; too broad to treat as duplicates." + "reason": "`univnet` and `upernet` are unrelated models; only the refactor theme matches." }, { "left": "pull_request:44001", - "right": "pull_request:44002", + "right": "pull_request:44003", "accept": false, - "reason": "Same high-level refactor category, but distinct model-specific implementations." + "reason": "Different implementations (`univnet` vs `mamba/falcon_mamba`), so this is not a single duplicate change." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Different model families and no shared concrete bug/change." + "reason": "`univnet` and `depth_anything` are separate model paths; same style of change, not same change." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44029", "accept": false, - "reason": "Both are tracing-related cleanups, but in unrelated model code paths and files." + "reason": "`upernet` and `rwkv` are distinct models; output-tracing refactors here are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; not the same underlying issue." + "reason": "`upernet` and `mamba/falcon_mamba` are different code paths, so this is not one concrete bug/change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different implementations and targets; same broad pattern only." + "reason": "`mamba/falcon_mamba` and `codegen` are different model families; similar tracing refactors are not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Both are output/refactor PRs, but they affect different models and are not one mergeable change." + "reason": "`timm_backbone` and `codegen` are unrelated implementations, so these are not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Related only by the tracing-refactor theme; different concrete code paths." + "reason": "Different model code paths (`univnet` vs `codegen`); shared refactor theme is insufficient." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths and files; not the same fix." + "reason": "`upernet` and `codegen` are unrelated model implementations and not one mergeable fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Same broad pattern, but separate model-specific work." + "reason": "`vision_text_dual_encoder` and `codegen` are different concrete code paths, despite similar output-tracing wording." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Two different encoder/decoder model wrappers; same refactor style, not the same change." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; this is only a broad pattern match." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model targets; not a single concrete bug fix." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate implementations, not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations and no shared underlying defect." + "reason": "`depth_anything` and `superpoint` are distinct code paths; same refactor style, different fixes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; only the refactor motif matches." + "reason": "`depth_anything` and `rwkv` are unrelated models, so do not collapse them as duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Same high-level output-tracing cleanup, but separate model-specific changes." + "reason": "`depth_anything` and `dpr` are different architectures; not one concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Distinct models and code paths; not the same change." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; shared tracing refactor theme is not enough." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are wrapper-model refactors, but not the same underlying bug or implementation." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are distinct wrappers and not the same fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Separate model-specific refactors with no evidence they are duplicates." + "reason": "`vision_encoder_decoder` and `superpoint` are different models with different change sites." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; similarity is only at the refactor pattern level." + "reason": "`vision_encoder_decoder` and `dpr` are separate implementations; not one mergeable PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and separate implementations." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths despite similar refactoring language." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Not the same code path or concrete fix; only broadly similar." + "reason": "`speech_encoder_decoder` and `rwkv` are different model families; not a duplicate change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model-specific output changes, not one PR." + "reason": "`speech_encoder_decoder` and `dpr` are separate implementations and should not be merged as duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; same motif but not duplicate." + "reason": "`superpoint` and `rwkv` are unrelated models; only the general tracing-refactor theme matches." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Separate refactors in different files and models." + "reason": "`superpoint` and `dpr` are different concrete code paths, not the same underlying bug/change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Both are output-tracing refactors, but in unrelated model implementations." + "reason": "`rwkv` and `dpr` are distinct model implementations; not one duplicate refactor." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "46438 is a tooling/performance change, unrelated to model output tracing." + "reason": "`vision_text_dual_encoder` output tracing refactor is unrelated to the modular-conversion pool reuse speedup in `utils/check_modular_conversion.py`." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "Different domain entirely: model refactor versus modular conversion process-pool optimization." + "reason": "Different area and purpose: encoder-decoder output tracing vs utility multiprocessing optimization." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "Unrelated changes; one is model output tracing, the other is build/tooling speedup." + "reason": "`rwkv` output tracing changes are unrelated to the modular conversion process-pool performance fix." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "Completely different subsystem and purpose." + "reason": "`superpoint` tracing refactor and modular-conversion pool reuse are unrelated changes." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "No shared concrete bug or implementation; unrelated PRs." + "reason": "`timm_backbone` output tracing and modular conversion pool reuse are unrelated changes." } ] }, @@ -20941,12 +21009,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d1a65c380caeb7b2c2bc80fec2adc896e13deef0a1c7fb3a928318b9fa294b8f", + "prepared_review_unit_hash": "386d3e176d428d80b1ce673f078b26c558d261764256353db2d7eb616c2d66be", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20954,7 +21022,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20963,18 +21031,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share only framework scaffolding files, not the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs. They share only generic Transformers scaffolding (docs, auto registries, model package plumbing), but they implement different models and do not fix the same concrete code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44662 is the stronger representative PR: it is a non-draft implementation with broader review activity and a more complete model integration, while the other PR is a separate model add-on tied to a different target.", + "canonical_pr_reason": "PR 44662 is the better representative of the cluster: it is a non-draft, broadly reviewed standalone model integration, whereas 45401 is a draft tied to a specific issue and a different model.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the best standalone PR to keep as the cluster representative because it is the more mature, non-draft implementation and does not depend on a specific issue link.", + "best_pr_reason": "PR 44662 is the strongest standalone PR in this set because it is farther along and more review-backed; 45401 is still draft-stage and not a duplicate of it.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different features for different models (PenguinVL vs Voxtral TTS). The overlap is only in shared Transformers plumbing and docs, not the same concrete code-path or fix." + "reason": "Different model implementations (PenguinVL vs Voxtral TTS). The overlap is limited to boilerplate registry/docs updates, not the same bug or mergeable change." } ] }, @@ -21008,12 +21076,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "c414fe2dc7275ff368c7fb06398b342eaa3c4d3d1adf3850915dca045daa6e67", + "prepared_review_unit_hash": "c4c12eb15cc9085481d86987e1d8b027f450866ef569c8302c6f19f184223b00", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -21021,7 +21089,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -21030,40 +21098,37 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is centered on the same kernel-fusion feature line, but it includes one separate general module-fusion API PR. The strongest duplicate candidates are the later KernelConfig-based n-to-1 fusion PRs; the general Module Fusion API PR is distinct.", - "confidence": 0.84, + "summary": "All four items are closely related iterative PRs around the new KernelConfig / n-to-1 module-kernel fusion work, but they look like successive expansions rather than true duplicates of the same concrete change. The latest PR is the broadest representative of the feature line.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46339 is the best canonical PR: it is the latest and most refined KernelConfig-based n-to-1 fusion implementation, with core loading, hub integration, modeling changes, and tests all aligned around the same feature.", + "canonical_pr_reason": "PR #46339 is the most complete and latest version of the kernel-fusion feature set, with the broadest scope across core loading, hub kernels, modeling utils, and tests. It best represents the cluster as a whole.", "best_issue_reason": null, - "best_pr_reason": "PR #46339 is the most complete and polished representative of the repeated n-to-1 kernel fusion work, and is the best single PR to keep for the cluster.", + "best_pr_reason": "PR #46339 is the strongest cluster representative because it appears to subsume the earlier KernelConfig fusion work and adds simplification/extension on top of the prior API. It is the most comprehensive artifact in the set.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different changes: #44979 introduces a general Module Fusion API and new module_fusion.py abstraction, while #45363 is specifically about KernelConfig-based n-to-1 kernel fusion. They are related in theme but not the same concrete change or code path." + "reason": "Related feature work, but #44979 introduces the foundational Module Fusion API while #45363 adds KernelConfig-based n-to-1 kernel fusion. They are not the same concrete change and would not be merged as one duplicate PR." }, { "left": "pull_request:45363", "right": "pull_request:46339", - "accept": true, - "reason": "Same underlying feature area: both implement KernelConfig-driven n-to-1 kernel fusion in the loading/integration path, and #46339 looks like a refinement/simplification of the same mechanism. They could plausibly be merged into one PR." + "accept": false, + "reason": "#46339 is an extension and simplification of the KernelConfig fusion path in #45363, not a straightforward duplicate. The later PR broadens and refactors the implementation rather than repeating the exact same fix." }, { "left": "pull_request:45666", "right": "pull_request:46339", - "accept": true, - "reason": "These are highly overlapping KernelConfig-based n-to-1 fusion PRs touching the same core loading, hub kernel integration, model loading, and kernel tests. #46339 appears to be a later iteration of the same concrete feature and could plausibly be merged together." + "accept": false, + "reason": "These PRs overlap heavily in the same fusion feature area, but #46339 goes further by changing core loading and simplifying the mechanism. This looks like an evolution of the feature, not the same underlying change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: #44979 is clearly the separate general Module Fusion API PR, while #45363, #45666, and #46339 are all KernelConfig-based n-to-1 kernel fusion PRs with overlapping files and the same feature area. The soft-edge decisions are conservative and the accepted pairs look plausibly mergeable as one bugfix; no overstatement stands out." - }, - "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 }, @@ -21086,12 +21151,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f79e5e9307681ceaed1a576b38cf9dfd6e124c13b52afeaf973551d47610276f", + "prepared_review_unit_hash": "cf3b626e658b0fdf694ac6da82cd931e558b25abc2f88ce9c04cbc5031b4a6b9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21099,7 +21164,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21108,18 +21173,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex AttributeError by switching to the tokenizer\u2019s exposed pre_tokenizer; the second PR adds a test and is the stronger candidate.", - "confidence": 0.97, + "summary": "Both PRs address the same Mistral regex patch bug in the same file and appear to be overlapping implementations of one fix; the later PR is the more complete candidate because it includes tests.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and also includes test coverage for the failing path.", + "canonical_pr_reason": "PR #45317 is the better canonical PR: it fixes the same AttributeError path as #45086 but also adds test coverage and looks like the more complete patch.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR to keep: same concrete bug fix as 45086, with additional validation and slightly clearer scope in the title/body.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster because it targets the same concrete code path and includes validation via tests, making it the best standalone fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path change in tokenization_utils_tokenizers.py; 45317 is a superset of 45086 with tests, so they are duplicate PRs for triage purposes." + "reason": "Same underlying bug in _patch_mistral_regex, same target issue, same file, and near-identical code change; the second PR is essentially a fuller version of the first." } ] }, @@ -21149,12 +21214,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "65d15395afad1953b648d5613bcf464e11773e8070a830f7ff382e04a83cc584", + "prepared_review_unit_hash": "5a27b5396f54987c620391162fef60d1071aed580d79072576c58e0e04bff43c", "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 }, @@ -21162,7 +21227,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -21171,18 +21236,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid/conversion mappings, while the other introduces the NemotronH dense/sparse split plus docs, auto-mapping, and tests. They are related but not duplicates.", - "confidence": 0.88, + "summary": "Two related-but-distinct NemotronH PRs: one is a narrower refactor/inheritance and checkpoint-mapping update, the other is a broader model split into NemotronHDense/NemotronHSparse with docs and tests. They are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete NemotronH architecture update, covering the new dense/sparse model split, docs, auto mappings, and tests. PR 45115 is a narrower refactor focused on inheritance/conversion mapping.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, end-to-end architecture change: it introduces the dense/sparse model variants, updates auto/config/model wiring, docs, and tests. PR #45115 is a narrower preparatory refactor focused on conversion mapping and inheritance.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the underlying work because it appears to be the user-facing feature implementation rather than a partial internal refactor.", + "best_pr_reason": "PR #45569 best represents the underlying change in this cluster since it is the main functional model-structure update rather than a partial refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files are not enough here: 45115 is a conversion/inheritance refactor, while 45569 introduces the concrete dense/sparse NemotronH model split and supporting docs/tests. Different underlying changes, so not a duplicate." + "reason": "They touch overlapping NemotronH code, but the concrete goals differ: #45115 is a refactor/conversion-mapping and compatibility change, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. They could not plausibly be merged as one duplicate PR." } ] }, @@ -21212,7 +21277,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "87d66e8217fe51cdca4ddafcdc8d55b2dab4eb19bb3eafbea7c6c72ab106d805", + "prepared_review_unit_hash": "cc2bdc365bb07d8b7953d4dc1e925c9fe269426e3aad2959635bd05608cc7112", "component_budget": { "node_count": 2, "item_count": 2, @@ -21234,18 +21299,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR adds per-layer heterogeneous config plumbing, while the other adds broader heterogeneous model/cache/runtime support and only overlaps on shared infrastructure files.", - "confidence": 0.9, + "summary": "These are related heterogeneous-feature PRs, but not the same concrete change: one is a broad heterogeneous model-support implementation, while the other is a narrower per-layer config support piece. They share infrastructure files, but the scope differs enough that they should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:45332 is the best canonical representative because it is the broader end-to-end implementation, covering per-layer config plus modeling/cache/masking changes, whereas pull_request:45333 is only the config plumbing subset.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45332 is the better cluster representative because it is the broader end-to-end heterogeneous model support change and subsumes the config plumbing work.", + "best_pr_reason": "pull_request:45332 is the strongest overall PR in the cluster since it appears to implement the full heterogeneous-model feature rather than just the config layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Shared heterogeneity files do not make these the same change: 45333 is config-only, while 45332 extends into cache/modeling/masking/integration code paths. They could not plausibly be merged as one duplicate PR." + "reason": "Related feature work, but not the same underlying change. 45333 is config-only heterogeneous support; 45332 extends into modeling/cache/masking behavior, so they are better treated as separate PRs or dependencies rather than duplicates." } ] }, @@ -21275,7 +21340,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d75a1ce83a39dd30b7c8e1b354913ca62a822bcd121c91e75c3c31c58b19d13d", + "prepared_review_unit_hash": "7478c5a296f9248fdb88924cbe53bfa056aa17236bf0e573f54794c42c885caf", "component_budget": { "node_count": 2, "item_count": 2, @@ -21297,18 +21362,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-oriented PRs, but they are not the same underlying change. PR #45415 is a broad, repo-wide type-checking cleanup across many modules and pyproject settings, while PR #45425 adds specific typing protocols/aliases and targeted fixes in a small set of files. The overlap in a few files is incidental, not evidence of duplication.", - "confidence": 0.91, + "summary": "These are two separate typing-related pull requests, not duplicates: one is a broad repo-wide type-checking pass, the other is a focused protocol/alias update for modeling_utils and related typing helpers.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: #45415 is a wide type-checking sweep, whereas #45425 is a focused typing-modeling change in core helpers.", + "canonical_pr_reason": "PR #45425 is the more focused, self-contained change: it updates shared typing helpers/protocols and the specific modeling_utils-related code path. PR #45415 is a broad type-checking sweep across many files, so it is less suitable as the canonical representative of a single underlying change.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative of a concrete change because it addresses specific typing gaps with a narrow, coherent scope; #45415 is too broad to serve as a precise canonical fix.", + "best_pr_reason": "PR #45425 is the best representative of the cluster because it has a narrower and clearer purpose, with concrete typing API adjustments and tests. PR #45415 is too broad and heterogeneous to serve as the main canonical PR for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files do not mean the same fix. #45415 is a broad type-checking pass, while #45425 introduces specific protocol/alias definitions and related typing adjustments; they could not plausibly be merged as one duplicate PR." + "reason": "Both are typing-focused, but they address different underlying changes: #45415 is a wide type-checking cleanup across many modules, while #45425 is a targeted typing helper/protocol update for modeling_utils and related code. They do not look mergeable into one PR for the same bug/change." } ] }, @@ -21338,12 +21403,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "fffdab96e4959dddf3abac4cc4c7b847fdd81680cb4a3e93a7845aaa8c9c106b", + "prepared_review_unit_hash": "337f4abaa0a8fa16069389f3dfb8b9c0a01d2e676132dc6fcd9be18cab221a48", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21351,7 +21416,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21360,18 +21425,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: they fix different cached-forward bugs in different model families and code paths (Qwen3.5/Olmo hybrid linear attention vs. Mamba2 cache handling).", + "summary": "These PRs are not duplicates: one fixes multi-token cached forward for Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention, while the other fixes use_cache behavior for Mamba2 when seq_len > 1. They address different model-specific code paths and bugs.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the stronger standalone candidate: it has an explicit tracking issue, a tightly scoped fix for a specific seq_len>1 cache bug, and a focused test surface.", + "best_pr_reason": "PR 46084 is the cleaner representative: it targets a single explicit issue, has a narrowly scoped seq_len > 1 cache fix, and is easier to evaluate as a standalone bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs in different architectures: PR 45513 changes multi-token cached forward for Qwen3.5/Olmo hybrid linear attention, while PR 46084 fixes Mamba2 use_cache behavior when seq_len > 1. They do not look mergeable into one PR." + "reason": "Different model families and different mechanisms: cached linear attention continuation in Qwen/Olmo vs Mamba2 cache handling. They do not appear to fix the same concrete code-path problem and would not plausibly be merged into one PR." } ] }, @@ -21401,7 +21466,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c6847f23da0dfa0d4a52aaa07dfdbf23594c8cb8df0d02db675eb257bf3b14f9", + "prepared_review_unit_hash": "ab47ae2e7f941a1e7adb9dc00f7d43aa90266d713ea6fb49e0ba77876e410d03", "component_budget": { "node_count": 2, "item_count": 2, @@ -21423,18 +21488,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism loading, but they fix different bugs in different code paths: one handles DeepSpeed ZeRO-3 / accelerate launch config handling, the other fixes FSDP2 expert parameters being overwritten during load. They are related, but not duplicates.", - "confidence": 0.93, + "summary": "These are related EP/distributed-training PRs, but they address different bugs and code paths: one fixes Accelerate/ZeRO-3 loading and config serialization, the other fixes expert parameters being overwritten during FSDP2 loading/broadcast. I would not treat them as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger cluster representative because it targets a concrete loading corruption bug with a clearly scoped fix across the relevant loading/expert-parallel paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best standalone PR here: it fixes a specific, reproducible failure mode and the diff directly addresses the affected code path.", + "best_pr_reason": "PR 45662 is the stronger standalone fix: it targets a concrete expert-parameter overwrite path during distributed loading and includes the relevant loader/integration changes. PR 45548 is narrower and focused on a different loading/serialization issue.", "soft_edge_verdicts": [ { - "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", - "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", + "left": "pull_request:45548", + "right": "pull_request:45662", "accept": false, - "reason": "Related subsystem, but different underlying bugs and different mechanisms: config/serialization for ZeRO-3 vs post-shard wrapping to avoid expert overwrites in FSDP2. They would not plausibly merge into one PR." + "reason": "Both are about EP, but they fix different failure modes in different paths. 45548 adds config/modeling plumbing for Accelerate/ZeRO-3 loading, while 45662 fixes expert tensors being overwritten via rank-0 broadcast/FSDP2 behavior. They would not plausibly be merged as one PR." } ] }, @@ -21464,7 +21529,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "1102cdb50b6ebd03e193084f6713bc02f5734ebebc6b9c898414eba0a6be3350", + "prepared_review_unit_hash": "2f279872a5a6dd51933e42a7eefd9eb56e1d0c9a0e97a01f772af7c075318ff2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21486,18 +21551,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem in `testing_utils`; PR #45645 is the broader superset because it includes the core fix plus CI artifact handling changes, so it should be the canonical PR.", - "confidence": 0.91, + "summary": "Both PRs target the same xdist-related captured_info collision problem in testing_utils; PR 45645 is the broader, more complete fix because it also updates CI aggregation to handle multiple captured_info files.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the shared `testing_utils.py` fix from #45639 and additionally updates CI/workflow handling to consume multiple `captured_info*.txt` files, making it the more complete implementation.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it covers the core xdist-safe output-file change and additionally fixes CI log collection so the new artifact naming works end-to-end.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative of the cluster: it fixes the same concrete xdist collision path and also adjusts downstream log collection so the fix works end-to-end.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the same underlying bug as 45639 and includes the supporting workflow changes needed to preserve debug logs under xdist.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs target the same underlying xdist collision in patched testing debug logs; #45645 includes the core `testing_utils.py` change from #45639 and extends it with workflow/log aggregation support, so they are effectively the same fix family." + "reason": "Both PRs fix the same concrete xdist collision in captured_info generation via the same testing_utils path; 45645 is a superset that also updates CI to consume the split files." } ] }, @@ -21529,7 +21594,7 @@ "pull_request:45670|pull_request:46320", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "ee957357946c97ea5040fe637fbba179d7abfc21c52318d7a9335278b4c3dfe0", + "prepared_review_unit_hash": "0b3beba683d4c534908ceccbb1bb15ac732f2c39a8989c79d891d01802d15679", "component_budget": { "node_count": 3, "item_count": 3, @@ -21551,24 +21616,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs: one adds GlmAsr to auto-model mappings, one adds attn_implementation dispatch for RecurrentGemma, and one adds sdpa dispatch for BLIP-2/InstructBLIP variants. They are related only at a high level and do not look like duplicates of the same underlying change.", - "confidence": 0.88, + "summary": "These are three unrelated PRs: one AutoModel mapping tweak, and two separate attention-dispatch feature additions for different model families. None should be clustered as duplicates; the only superficially similar pair still targets different code paths and models.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46320 is the best cluster representative: it is a substantive model-behavior change centered on attention-implementation dispatch, with corresponding code, conversion, docs, and tests. It is more complete and less narrowly scoped than the others.", + "canonical_pr_reason": "PR 46320 is the best representative of the cluster only in the loose sense that it is a self-contained model feature patch with code, conversion mapping, and tests; the other PRs are unrelated and narrower.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the strongest single PR in the set to stand for the cluster because it covers the core feature change most clearly and has the broadest supporting edits. PR #46401 is a separate model-family fix, and PR #45670 is just an AutoModel registry tweak.", + "best_pr_reason": "PR 46320 is the strongest standalone change here: it has the clearest end-to-end feature implementation across modeling, conversion mapping, and tests. PR 46401 is similar in theme but for a different model family, and PR 45670 is just a small registry tweak.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different underlying changes: AutoModel registration for GlmAsr vs. attention-dispatch support for RecurrentGemma. They touch unrelated code paths and would not plausibly be merged as one PR." + "reason": "Different changes: 45670 only updates AutoModel registry entries for glmasr/dia, while 46320 adds RecurrentGemma attention-dispatch support across modeling, conversion mapping, and tests. Same broad area, but not the same underlying bug or fix." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both concern attention dispatch, but they fix different model families and different implementations (RecurrentGemma vs. BLIP-2/InstructBLIP). This is a shared theme, not the same concrete bug/change." + "reason": "Both are attention-dispatch feature PRs, but they implement support for different model families and different code paths (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They are not mergeable into one PR as the same concrete change." } ] }, @@ -21598,7 +21663,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "aa2d4aea636f8556a8e3f63dcf23321f92f33b99deafc2878689885da09fe96b", + "prepared_review_unit_hash": "2c8f2395c8965d0bfcf914f32517e4c454006d52017f5d595701a65b3ec678d0", "component_budget": { "node_count": 2, "item_count": 2, @@ -21620,18 +21685,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter-rule pull requests: one adds/expands TRF003 for model forward signatures, the other adds TRF018 for processor do_* flag handling. They share broad repo areas and some overlapping model files, but they do not target the same bug or change.", - "confidence": 0.97, + "summary": "These are two unrelated lint-rule PRs in the same codebase: one implements TRF003 for model forward return-tuple handling, the other adds TRF018 for dead image/video processor boolean flags. They overlap on some model files but fix different code-path classes and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the more focused representative of the linter-rule implementation work here: it targets a single forward-signature rule across model classes. PR 46259 is a separate modeling-rule addition for image/video processors, not the same change.", + "canonical_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a canonical PR for its own change set, PR #45720 is the more focused code-path fix, but it is not a substitute for PR #46259.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the best representative PR in this set because it is a concrete, self-contained rule implementation; PR 46259 addresses a different rule family and should not be merged with it.", + "best_pr_reason": "PR #45720 is a concrete implementation of a specific model-forward rule across multiple architectures. PR #46259 is also valid, but it addresses a separate modeling-rule category with different semantics and target surface.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying lint rules and different code paths: TRF003 concerns model forward return_dict/can_return_tuple behavior, while TRF018 concerns processor do_* flags consumed in preprocess overrides. Similar subsystem, but not the same change." + "reason": "Different lint rules and different underlying bugs: TRF003 changes forward return_dict/tuple handling, while TRF018 checks unused do_* flags in image/video preprocessors. Shared files are incidental, not evidence of the same change." } ] }, @@ -21727,7 +21792,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "00c5c5bd65cfb0cbda3d11353aa9151306b71a0774fab29b790ace769935dd7e", + "prepared_review_unit_hash": "adb60bd8f85e3866ed815eeb191327477f3dd3da8112ff0352577d9753d44262", "component_budget": { "node_count": 2, "item_count": 2, @@ -21749,18 +21814,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a broad workflow/model-code instrumentation change, while the other is a fake test-migration PR that only injects failing assertions into ViT tests.", - "confidence": 0.95, + "summary": "The pair is not a duplicate: PR #45932 is a substantive model/CI change, while PR #46100 is a test-only placeholder with deliberate failing asserts. They do not fix the same code path and should not be merged together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45932 is the more substantial and representative artifact in the cluster: it changes a workflow plus multiple model/config files, whereas PR #46100 is a narrow, clearly synthetic test-only edit. If any PR should stand in for this cluster, #45932 is the better canonical choice.", + "canonical_pr_reason": "PR #45932 is the only substantive change in the set and is the better representative artifact; PR #46100 is clearly a test-migration/do-not-merge placeholder rather than a real code fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the best overall PR because it contains the only meaningful code changes across multiple files and is closer to a real product change; PR #46100 is just a test file with intentional failing assertions and is not a plausible duplicate target.", + "best_pr_reason": "PR #45932 is the best PR to keep as the representative item because it contains actual implementation/workflow changes, whereas PR #46100 is intentionally bogus and not a real candidate for consolidation.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes: #45932 touches CI/workflow and several model implementations, while #46100 only adds bogus failing assertions in a ViT test. They would not plausibly be merged into one PR." + "reason": "They are unrelated changes: #45932 updates model/config/workflow code, while #46100 only edits a ViT test file with intentional failures. Shared similarity is superficial, not the same underlying bug or change." } ] }, @@ -21793,12 +21858,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "9c352970cf13153b1a9243cb09d9c62c4f47e885f5ea7280b02fc4d88aed2966", + "prepared_review_unit_hash": "f9012e8c0725d06823896540c1a3b01c59de342b50029a2c74bbbf4912f5699c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21806,7 +21871,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21815,30 +21880,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs add SDPA dispatch support, but for different model families/code paths: CTRL, T5, and wav2vec2_conformer/bert plus SeamlessM4T/v2. They are related feature work, not duplicates of the same concrete change.", - "confidence": 0.9, + "summary": "These are three separate model-specific PRs for adding SDPA dispatch support. They share the same high-level goal, but they do not fix the same concrete code path, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster and covers multiple model implementations, so it best captures the shared SDPA-dispatch theme across related architectures.", + "canonical_pr_reason": "PR #46196 is the best representative because it covers multiple model families and includes the broadest implementation/test surface, but it is still a distinct change from the CTRL and T5 PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the most useful global representative because it spans several model files and tests, making it the strongest umbrella example of this feature area.", + "best_pr_reason": "PR #46196 is the strongest standalone PR in the set: it spans several related models, has the widest scope, and appears most comprehensive.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA dispatch enablement PRs, but for different models (CTRL vs T5) with separate model code paths; they are not the same underlying bug/change and would not plausibly be merged into one PR without becoming an umbrella feature set." + "reason": "Both add SDPA dispatch, but for different architectures (CTRL vs T5) with different model code paths; they are not the same bug/change and would not plausibly merge into one PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL support and wav2vec2/SeamlessM4T support touch different architectures and implementation paths; similarity is only at the feature level, not the concrete fix." + "reason": "CTRL-specific SDPA support is separate from the wav2vec2/SeamlessM4T-related dispatch work in #46196; the affected implementations and fixes are different." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a distinct model-specific change from wav2vec2_conformer/bert and SeamlessM4T/v2 support; they share a theme but not a single code-path problem." + "reason": "T5 SDPA dispatch and the multi-model audio/seq2seq SDPA work in #46196 target different concrete code paths, so they are not duplicates." } ] }, @@ -21868,12 +21933,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "a6b8f659b6fcbc5330784f557a3692cd6dccf0a01da416b7473ccb1f9ad2952b", + "prepared_review_unit_hash": "25cdd0a5c39f972bd115102e902775099c1d4863037de454efe1a0177e988b84", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21881,7 +21946,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21890,18 +21955,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap in distributed-infrastructure filenames, but they are not the same change: one is a focused EP + Trainer integration patch, while the other is a broad distributed branch-base PR touching many unrelated areas. The shared files appear to reflect subsystem overlap rather than a duplicate fix.", - "confidence": 0.78, + "summary": "These are not duplicate PRs. One is a focused EP + Trainer integration change around router/tensor-parallel behavior, while the other is a much broader distributed branch base touching FSDP, loading, integrations, and multiple models. They overlap in distributed files, but not the same concrete bug or mergeable change set.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more concrete, self-contained change: it targets EP routing plus Trainer integration with a limited file set and a clear feature goal. PR #46269 is a broad umbrella/baseline branch PR spanning many distributed components, so it is not a clean canonical duplicate candidate.", + "canonical_pr_reason": "No clear canonical duplicate PR here. If a representative must be chosen, 46269 is the broader umbrella branch, but it is not the same change as 46126.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of a specific change because it has a narrow scope and a clear functional intent. PR #46269 is too broad and reads like an integration/base branch rather than a single fix or feature.", + "best_pr_reason": "46269 is the broader integration base and better represents the larger distributed refactor scope, but it should not be treated as a duplicate of 46126.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share distributed filenames, but the scopes are materially different: #46126 adds EP + Trainer integration, while #46269 is a large distributed branch-base PR covering many unrelated edits. This is subsystem overlap, not the same underlying change." + "reason": "Shared distributed filenames are not enough: 46126 is specifically EP + Trainer/router-parallel work, while 46269 is a broad distributed branch base spanning FSDP, loading, and multiple integration files. They do not look like the same underlying fix." } ] }, @@ -21931,12 +21996,12 @@ "soft_pairs": [ "pull_request:46138|pull_request:46432" ], - "prepared_review_unit_hash": "9cf8c16feab161c60537cc676b768a7246d66458dc3dd30b34b084b2d6fbbce4", + "prepared_review_unit_hash": "182f3d6c9bb0222643690beb17e5ec1d7f37a55b3b1b3102a60a44f28d2ca752", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3863, + "serialized_chars": 3864, "estimated_input_tokens": 966, "estimated_eval_tokens": 2188 }, @@ -21944,7 +22009,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3863, + "serialized_chars": 3864, "estimated_input_tokens": 966, "estimated_eval_tokens": 2188 }, @@ -21953,18 +22018,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated workflow maintenance PRs: one changes how a self-comment CI script passes PR text to a helper, and the other hardens an SSH runner workflow by pinning a downloaded script and clearing HF_TOKEN before SSH. They do not look like the same underlying change.", + "summary": "These two pull requests are unrelated workflow changes: one updates how self-comment CI passes comment text via stdin, while the other pins a downloaded helper script and unsets HF_TOKEN in the SSH runner workflow. They do not fix the same underlying bug or implement the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different workflows and different problems, so they should not be collapsed into one duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR 46432 is the stronger standalone candidate because it makes a clearer security/supply-chain hardening change to the SSH runner workflow and has more concrete operational impact.", + "best_pr_reason": "Neither PR is a duplicate of the other; each is a standalone workflow maintenance/security change, so there is no single best PR for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows, different scripts, and different purposes: one updates argument passing in self-comment CI, the other pins an external download and unsets a token in ssh-runner. They are not the same bug or change." + "reason": "Different files, different purposes, and different code paths: stdin handling for self-comment CI versus pinned download plus token unsetting in ssh-runner. Not the same underlying change." } ] }, @@ -21994,7 +22059,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "2a05a0ccdcb1fc44b8dd90209a109f201e388bbab8dd609dcad875015b34e558", + "prepared_review_unit_hash": "f4c2ec0587c1605a5f81255921e34822cbb36b7754142a9916340f57d2188cd4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22016,18 +22081,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about replacing file-open-based source inspection, but they fix different code paths: one in import_utils package resource traversal, the other in modeling_utils attention-implementation gating. They are related in theme, not duplicates.", - "confidence": 0.87, + "summary": "Both PRs replace direct file-open source inspection with safer source-reading mechanisms, but they target different code paths and different helper logic, so they should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the more concrete, self-contained bug fix: it targets a specific source-reading path in modeling_utils and includes tests, making it the better representative of the cluster.", + "canonical_pr_reason": "PR 46152 is the more specific change: it updates `import_utils.py` to avoid `open()` when resolving the package\u2019s own source files, with a focused helper implementation in that file.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone change in this set because it addresses a clearly scoped behavior in a specific code path and is test-backed. PR 46152 is broader and more infrastructural.", + "best_pr_reason": "PR 46207 is the clearer standalone PR for its own bug: it changes `_can_set_attn_implementation` in `modeling_utils.py` to use `inspect.getsource` instead of manual file reading, and includes tests for that exact path.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Related theme, but not the same underlying bug or change. 46152 rewrites import_utils source/resource resolution; 46207 changes modeling_utils _can_set_attn_implementation to use inspect.getsource. Different files, different behavior, and not plausibly one merged PR." + "reason": "Related theme, but not the same underlying change: one fixes resource/path resolution in `import_utils.py`, the other fixes source inspection in `modeling_utils.py`. They touch different functions and could not plausibly be merged into one PR without conflating separate behaviors." } ] }, @@ -22060,12 +22125,12 @@ "pull_request:46337|pull_request:46362", "pull_request:46362|pull_request:46368" ], - "prepared_review_unit_hash": "e3b1485a87958cdba05067ed761a8d0dd6a69766c9e75e9e658ff2e18448d485", + "prepared_review_unit_hash": "1fc12cd259549258118286d1acebf66fb2ab8e36b1792757f80bb5bb84b8501a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5962, + "serialized_chars": 5964, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22073,7 +22138,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5962, + "serialized_chars": 5964, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22082,30 +22147,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is only loosely related by test maintenance, but it actually contains two different quant-cache skips for different models plus an unrelated Cohere2-MoE test configuration fix. I would not deduplicate any of the PRs together.", - "confidence": 0.93, + "summary": "Two PRs are effectively the same test-skip change for incompatible quantized-cache generation tests in different model suites; the Cohere2MoE PR is a separate accelerate/device-map test fix and does not belong with them.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46362 is the clearest representative of the shared theme: a minimal, model-specific skip for a failing quant-cache generation test with an explicit incompatibility reason.", + "canonical_pr_reason": "PR #46362 is the clearest representative of the cluster\u2019s shared theme: it skips the invalid `test_generate_with_quant_cache` case because Deepseek V4\u2019s cache implementation is incompatible with `QuantizedCache`.", "best_issue_reason": null, - "best_pr_reason": "PR 46362 is the most representative standalone fix in the cluster: it directly addresses a concrete test failure with the smallest, most explicit change.", + "best_pr_reason": "PR #46362 is the best cluster representative because it is a minimal, explicit fix for the quant-cache test incompatibility and matches the closest duplicate pattern with #46368.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Different models and different failures: 46337 changes device-splitting test setup for Cohere2-MoE, while 46368 only skips a Nemotron-H quant_cache test." + "reason": "Different problems: #46337 adjusts model/test configuration for `hf_device_map` offload/parallelism, while #46368 only skips a quantized-cache generation test for NemotronH." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Not the same underlying bug or change; 46337 is about accelerate/offload test configuration, 46362 is a DeepSeek-V4 quant_cache compatibility skip." + "reason": "Different underlying fixes: #46337 addresses Cohere2Moe device-mapping test setup, not the quantized-cache incompatibility targeted by #46362." }, { "left": "pull_request:46362", "right": "pull_request:46368", - "accept": false, - "reason": "Both touch quant_cache tests, but they are separate model-specific incompatibilities with different cache implementations and failure modes, so they should not be merged as duplicates." + "accept": true, + "reason": "Both PRs make the same concrete change pattern: skip `test_generate_with_quant_cache` because the model\u2019s cache implementation is not compatible with `QuantizedCache`, and they could plausibly be combined into one PR." } ] }, @@ -22135,12 +22200,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "0deb5e60e67f2205cd0f7975b54d38694f8b09eaaedb8acb0c992e83b9d867d6", + "prepared_review_unit_hash": "30d81335be411332c58716aedf28923436727b4313058aca918b3afe47065bda", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5960, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22148,7 +22213,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5960, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22157,18 +22222,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, and the other adds the HunYuan VL model, docs, and tests. They do not look like the same underlying change or bug fix.", + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, the other adds the HunYuan VL model and its docs/tests. They do not look like the same bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true canonical duplicate of the other; if one must be chosen, #46417 is the cleaner self-contained feature addition, while #46376 is a draft infrastructure change in a different area.", + "canonical_pr_reason": "No strong canonical PR for duplication here; the cluster contains two unrelated feature PRs, so neither is a clear duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "#46417 is the best representative PR in this set because it is more complete and cohesive, but it is not a duplicate of #46376.", + "best_pr_reason": "PR #46417 is the more self-contained, complete feature addition, so it is the better representative if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Reject: these PRs target different code paths and goals. #46376 adds multimodal support to continuous batching internals, while #46417 adds a new HunYuan VL model package, docs, and tests. They are not plausibly mergeable into one fix." + "reason": "Different scopes and code paths: continuous batching/multimodal runtime changes versus a new HunYuan VL model package with docs and tests. They are not plausibly one mergeable fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b9d19ff2d933bb63ff9131ad4e5776adcae0ad6d..bea2fcc694654b646cfb2cfc6fcffee3906f2ae8 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260606t000047z", + "analysis_id": "hybrid-model-20260606t060018z", "archived_artifacts": { - "hybrid": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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"canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46362-2", + "canonical_pr_number": 46368, + "duplicate_pr_numbers": [ + 46362 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46362-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b53f6bcf0b6d86dd06d87f3fd4bd7b56695caa4b --- /dev/null +++ b/snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22248 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260606T060018Z", + "generated_at": "2026-06-06T06:07:21Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + 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"issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:45237|issue:46015", + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720" + ], + "prepared_review_unit_hash": "ed7a12ba81688a3a6faae66486f2091c5e835504d929fe82da084fe8de95464b", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 64, + "serialized_chars": 46880, + "estimated_input_tokens": 11720, + "estimated_eval_tokens": 23696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime/docs issues. 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43638 is a narrower repro of 43596." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call path vs GPT-OSS TP issue; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: detokenization vs LoRA merge/save consistency." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failure vs LoRA merge output mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch vs unrelated indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete runtime errors are different." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component, but different bugs: CPU-offload incompatibility vs uninitialized-memory materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Completely different code paths and failure modes." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Checkpointing/accelerate issue vs trainer API signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different multimodal dtype mismatch vs invalid-method call issue." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma4 embedding behavior vs Qwen3.5 video template mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/config regressions with no shared underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device placement mismatch vs expensive reverse-embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch compatibility vs a specific Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated distributed-training and device-mapping failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS MoE/TP issue." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model-specific tracing vs image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Dtype mismatch vs MPS histogram support; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT input-embedding issue vs GPT-OSS TP issue." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model/runtime bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call vs MPS operator limitation." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error classes." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different training/runtime subsystems; not the same change." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3-related, but the models and error mechanisms differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they target different removed features." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal mismatch bugs." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/autocast issue vs MPS histogram limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Trainer embedding issue vs platform operator limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different cross-entropy/Liger issue vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch vs custom trainer argument mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different distributed-training and import problems." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different code paths and symptoms." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Hardware/model failure vs documentation cleanup." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint vs missing text encoder weights; different issues." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "General torch/version incompatibility vs USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different version/runtime compatibility failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same general class (ZeRO-3), but different model and failure details." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-integration regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: most pair verdicts are appropriately negative, and the only accepted pair (43596/43638) is strongly supported by the near-identical ZeRO-3/BERT index-out-of-bounds titles and similar similarity signal. The rest of the reasoning does not overstate duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "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:45237|issue:45901", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070" + ], + "prepared_review_unit_hash": "330c4219b6db9ef99d85f000e04255f42abdcd4cdcfa048bfa0c10832cd700bc", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated model/load/runtime regressions, docs issues, or environment incompatibilities. No soft edge looks safe to merge as a duplicate with the evidence available.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative issue here: it describes a v5 AutoTokenizer regression affecting multiple model families, whereas most other items are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best single issue candidate because it has the widest scope and strongest regression framing, making it the most useful representative even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: an Int8Params storage TypeError vs a torch/distributed compatibility break." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different models and code paths: Gemma4 device placement vs Qwen3.5 video/chat template validation." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated symptoms and subsystems: AMD GPU model loading vs table-question-answering runtime crash." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different pages and different API changes." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and bugs: processor failure vs forward device mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch issue is unrelated to a Qwen video StopIteration error." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different problem classes: detokenization bug vs stale RAG documentation." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both mention AutoTokenizer regressions, but the affected models and exact failure reports differ too much to treat as the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading implementation bug is unrelated to documentation/example drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code regressions are not the same as the USE_DISTRIBUTED=0 PyTorch compatibility break." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different load failures on different models; one is a corrupted checkpoint, the other an implementation issue." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-support breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model loading/quantization error vs docs example issue; no shared bug path." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3 and the other is a Qwen3-MoE model behavior issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports, but they involve different shapes, models, and ZeRO-3 contexts." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are load failures, but one is a unit-test/model-loading issue and the other is a corrupted checkpoint report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are separate breakages." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different incompatibilities: ZeRO-3/BertModel index error vs torch 2.4.1 / transformers 5.8.0 mismatch." + }, + { + "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 load failure and pydantic config-field regression do not share a code path." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; too different to merge." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Model init TypeError and table QA runtime crash are distinct issues." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: Gemma3 vLLM config access vs Gemma4 device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure is unrelated to the MPS histogram_int kernel limitation." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is not the same as the MPS Int histogram issue." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight tying bug and checkpoint corruption are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are tensor-shape failures, but one is mask/index mismatch and the other is embedding unpacking with TRL." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights regression are separate transformer v5 issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo grouped_mm error is unrelated to GPT-OSS MoE tensor-parallel issues." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The _is_hf_initialized TypeError is a model-loading bug, not the pydantic config-field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming API failures are different features and failures." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054" + ], + "prepared_review_unit_hash": "916a5bc807adc9867a4e1dd2fc5b3c6edad83d55b6632acdc1411595d8ed7e52", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only clear duplicate set is the non-persistent-buffer regression around `from_pretrained()` / v5 buffer corruption.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:43950` is the most specific and diagnostic report of the shared non-persistent-buffer regression, with an explicit `from_pretrained()` corruption description and clear mechanism.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43950` best represents the only strong duplicate theme in the cluster and is the most actionable canonical issue for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal/Qwen-family input issues, but one is a Mistral-3 image dtype mismatch and the other is a Qwen3.5 video token/template mismatch; different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad version incompatibility complaints, but one is about `remote_code` regressions and the other is a Torch/Transformers package mismatch; not the same defect." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different error sites and causes: torch dynamo tracing on grouped_mm vs missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Related model family and video input, but one is a broad v5.3.0 video regression and the other is a specific chat_template feature/token count mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the shapes and loading paths differ; no clear shared underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about poor text embeddings and the other about nonsensical AutoModel/pipeline outputs; too different to merge." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Unrelated multimodal config handling vs uninitialized-memory in rotary embedding materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different subsystems: TensorFlow backend detection vs Torch version incompatibility." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths and failures: FSDP weight dimensionality vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and errors; no evidence of the same underlying issue." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and symptoms; no duplicate relationship." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization regression vs flash-attn fallback gating; different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom/remote code loading, but one is a cache-path collision for local models and the other is wrong-module loading after save/load; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both touch tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 regression." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different features and failures: FineGrainedFP8 on Qwen3Moe vs flash-attn2 fallback selection." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to tied-weight translation model regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different problem from tied weights." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Model checkpoint loading failure is unrelated to translation-model tied-weight regressions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to a docs typo about a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failure modes; no shared code-path problem." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to documentation about the removed run command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and errors; detokenization regression vs NVFP4 runtime failure." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No common bug: Qwen NVFP4 runtime error vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: v5 corrupts/fills non-persistent buffers; titles differ only in wording and specificity." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example/model-processor mismatch and quantization failure, while the other is a general embedding-quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These describe the same non-persistent-buffer v5 regression from different angles; one is generic, the other names `from_pretrained()` corruption explicitly." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors/TypeErrors in training/loading, but the compute_loss signature issue is unrelated to the ZeRO-3 empty-weight loading bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are dtype-related, but one is an autocast mismatch on Phi-tiny-MoE and the other is a Qwen3.5 RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes constructor incompatibility and missing Float8 storage are distinct compatibility failures." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to Qwen3.5 rotary embedding uninitialized memory." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenizer/version-dependent tokenization changes are different issues." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is unrelated to load-time noise/logging behavior." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but one reports zero probabilities while the other reports worse text embeddings; not enough evidence of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate cluster is the v5 non-persistent-buffer regression centered on issue:43950 / issue:44534 / issue:43644. The soft-edge verdicts are appropriately conservative given only title-level evidence, and I don\u2019t see overstatement or an unsafe merge claim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "c89e12654ec81374e3245d2288bac163ea32ff39705d8d30c3f91b3b13c50f89", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but three soft pairs look like true duplicates: the v5 docs/pipeline-removal regression, the `_is_hf_initialized` loading incompatibility, and the SigLIP2 implementation discrepancy. The other pairs share broad subsystems or symptoms but do not look like the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43872 is the best anchor for the `_is_hf_initialized` regression: it states the core incompatibility clearly, is concrete and reproducible, and is broader than the more specific `init_empty_weights` reproduction in 44291.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43872 is the strongest standalone issue in this set: it is a clear, actionable TypeError with a likely duplicate, and it identifies a specific code-path incompatibility rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: bad tokenizer error messaging for Voxtral vs a missing `all_tied_weights_keys` attribute in Molmo." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both are MoE-related, but the failures are different: Gemma4 FSDP2 shared-state rebuilding vs Qwen3.5 rotary embedding memory materialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Qwen3.5 flash-attention packed-sequence misinterpretation is a different code path from CPU-offload incompatibility in the rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "One is gradient checkpointing ineffectiveness with LoRA; the other is increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same underlying SigLIP2 problem: one reports the bad downstream embedding quality, the other identifies the HF-vs-JAX implementation discrepancy causing it." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Voxtral tokenizer error handling vs GLM-4V-9B loading failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Docs/logging noise while loading transformers is not the same as a specific model load failure for ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression in v5 is unrelated to AMD GPU incompatibility for GPT-OSS-20B." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading, but one is generic loading noise and the other is a concrete tokenizer load failure for a specific model." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig`, while the other is a broader regression affecting models with remote code." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training/memory, but they are different problems: LoRA gradient-checkpointing behavior vs Qwen3 MoE training memory efficiency." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and failures: Gemma3 ZeRO-3 loading index error vs Qwen3 MoE + FineGrainedFP8Config failure." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error is unrelated to Gemma4 PLE device mismatch under `device_map=\"auto\"`." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading failure and a GLM5 issue are unrelated model-loading bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to the bitsandbytes `_is_hf_initialized` TypeError." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for est-roberta is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V loading failure and Molmo missing tied-weights metadata are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "A broad remote-code regression is not the same as Gemma4 device placement issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` mapping failure is a different tokenizer-registration bug from remote-code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA model portability across hf4/hf5 is not the same as a warning about `tie_word_embeddings` during Qwen3.5 fine-tuning." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash is unrelated to flash-attn2 fallback being blocked by other checks." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and do not clearly share the same underlying bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code regressions and a Kimi-K2.5 tokenizer codec/regression issue are not the same concrete bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error is unrelated to flash-attn2 fallback logic." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying in Mistral3 image-text generation and silent non-persistent buffer corruption are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Exact same docs regression: both report stale references to pipeline tasks that were removed in v5." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` TypeError during loading; 44291 is just a more specific `init_empty_weights` reproduction of the 43872 incompatibility." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE + FineGrainedFP8Config is a different failure from the bitsandbytes `_is_hf_initialized` TypeError." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper not running and a `_torch_extract_fbank_features()` issue may be related in the same area, but the titles do not establish the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "A custom-trainer kwarg mismatch and a tensor mask shape mismatch are unrelated errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and the soft-edge verdicts are generally conservative. The three accepted pairs are all plausibly the same concrete bug or a direct duplication/reproduction relationship, while the rejected pairs are distinguished by model, failure mode, or code path in a reasonable way. The summary does not overclaim beyond the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "9b71a414766c70645230e26ef7ab8e3685b394708d205e9dcd921ef55600abe7", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous overall, but there are a couple of strong duplicate-like issue pairs around the same regression wording. Most other pairs are only superficially similar and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "Issue #43646 is the cleanest canonical issue: it states the custom-model initialization regression in a broad, model-agnostic way, and #43645 reads like a narrower notebook-specific variant of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the best representative issue in this set because it is concise, general, and most likely to subsume its near-duplicate sibling without overfitting to one environment.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different failures: one is Qwen3 MoE weight conversion during loading, the other is gradient averaging with DeepSpeed and loss kwargs. Same ecosystem, not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is about PEFT LoRA being ineffective and the other is a missing flag on a trust_remote_code variant. Different root causes." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they concern different models and different symptoms. No evidence they are the same underlying issue." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both mention ZeRO-3 weight loading, but the affected model families and failure modes differ enough that this looks like related infrastructure, not one duplicate bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Two separate model-loading failures for different models; the titles do not indicate the same code-path problem." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "One is an RLHF gradient explosion tied to 3D position IDs and SDPA fallback; the other is an AttributeError in flash attention on sink-less models. Different bugs." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are effectively the same exception pattern: identical mask/index shape-mismatch wording, suggesting the same underlying indexing bug resurfacing in another report." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are about the 5.3.0 video-input regression in the Qwen3/Qwen3-VL family, with #44560 looking like a specific manifestation of the broader bug in #44479." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading/tokenization issues, but the models and the failure descriptions are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Separate model-loading failures for different architectures; too little overlap beyond generic loading symptoms." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training error vs image processor segmentation-map handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failures; shared MoE-ish context is not enough to merge them." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "One is about adding GGUF support for gpt-oss, the other is a dtype mismatch under autocast. Not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5 rotary/position embedding logic, but one is a temporal-position scaling bug and the other is uninitialized memory after meta materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 training/forward failures: shared_kv_states rebuild in FSDP2 vs device mismatch with auto device mapping." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different features and different failure modes; both only share the Qwen/MoE general area." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo batching leak vs Whisper empty-transcription generation failure. No shared underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption during from_pretrained versus long OCR input index errors." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-input StopIteration and an MPS histogram implementation error are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No meaningful overlap beyond both mentioning model/runtime compatibility issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class versus meta-device loading breakage. Different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure and meta-device loading regression are separate problems." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Strong duplicate: both describe the same Transformers 5.0 custom-model initialization regression, with #43645 just adding the Jupyter notebook context." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "SDPA/torch.compile failure in Bamba is unrelated to the Qwen3.5 flash-attention position-id crash." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both involve runtime errors, but the specific failures and affected paths are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same as GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated issues." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping tooling failure versus Gemma4 device mismatch. Different areas and different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related but one is zero probabilities and the other is nonsensical outputs through AutoModel/pipeline; not enough to call them the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Initialization-flag regression in Transformers 5 versus OCR long-input indexing error. Not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs stay within the evidence available from the titles. The duplicate calls on #41093/#44805 and #43645/#43646 are conservative, and the #44479/#44560 linkage is plausible given the shared 5.3.0 video-input regression framing. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43708|issue:44075", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "75d9428dd3c9bc5de355e74b72990b0efbc80d388e3ab1cd08ca2fafbf9f1071", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of Transformers v5 regression reports, with a small duplicate subcluster around the non-persistent buffer junk bug and a likely SigLIP2 model/processor mismatch pair. No PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #45812 is the broadest, highest-signal report: it describes a silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is a better umbrella than the narrower model-specific loading bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "#45812 is the best representative issue in this set because it is generalized, user-facing, and clearly regression-oriented; several other items are narrower model-specific failures rather than cluster-level representatives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures and code paths: DeepSpeed ZeRO-3/BertModel indexing vs add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated bugs: ZeRO-3 initialization on BertModel vs tokenizer mapping/name handling." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related, but they affect different models and likely different validation rules; too broad to treat as the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure and mask shape IndexError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offload/memory, but one is dequantized device_map offload and the other is mmap OOM on Strix Halo; not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities while the other is a docs example with multiple errors and quantization failure; not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical regression report: both say Transformers v5 fills non-persistent buffers with junk, clearly the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-family, but the failures are distinct (cudaErrorAssert on auto device map vs FineGrainedFP8Config loading)." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Completely different areas: FP8 config failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but on different models; too little evidence for the same underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 language_model weight loading; the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading failures for different models; likely related only at a very broad regression level." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model and same underlying mismatch/output corruption theme; the docs example mismatch and the nonsensical AutoModel/pipeline results look like the same processor/model pairing bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Related to Transformers 5.0.0 regressions, but these are different bugs: non-persistent buffers vs Jupyter custom-model initialization." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD argument handling are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer/model paths and are not clearly the same concrete bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency vs quantization offloading behavior are different issues." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory usage, but one is Qwen3 MoE training and the other is int4 quantization reserved-memory growth; not the same root cause." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model load failures with no clear shared code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash test load failure are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 title placeholder vs sinq save/load regression; no shared concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model families and different resize/load behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA compatibility regression vs Qwen3-VL weight-shape mismatch are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load related, but extra_state handling and init_empty_weights/_is_hf_initialized are distinct failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings bugs, but they appear to be model-specific failures in different architectures rather than one concrete duplicate." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError for sink-less models." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve untied lm_head weights, but on different model classes and likely different tie-weights implementations; not enough to merge as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: #45812 is the strongest umbrella issue for the Granite tokenizer regression, and the notes about the v5 regression / no-PR situation are supported. The soft-edge decisions are mostly conservative; the two accepts are plausible duplicates based on near-identical or closely matching SigLIP2 / non-persistent-buffer reports, and the rest are appropriately rejected as too weakly related." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716" + ], + "prepared_review_unit_hash": "2fae8a828331a689899cd52a6fd8b46a2dd6bc1979622eb3579c509dae7a5b5c", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38515, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regressions that only look similar by broad wording (loading, quantization, checkpointing, embeddings). The only clear duplicate-like pair is the resize_token_embeddings/output_embeddings Gemma4 reports.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative anchor for the custom-model initialization regression theme; it is more general than the notebook-specific or attribute-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best available cluster anchor because it is the most generic and actionable issue among the related custom-model init/loading reports, even though the overall cluster is not a single duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: torch-version compatibility vs meta-device model loading/OOM on specific models." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-map assert and AudioFlamingo3 batched inference token leak are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Docs/example errors for SigLIP2 vs a GLM5 model-loading issue; not the same defect." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch and a separate model load failure for a different checkpoint." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA vs an Apex RMSNorm memory leak are distinct code paths." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path regression for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization, but offloading failure and increased reserved-memory/OOM are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug and Qwen multimodal config unwrapping are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument vs Strix Halo mmap/OOM are unrelated regressions." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Per-layer shared_kv_states rebuild and CPU-offload rotary embedding incompatibility are different failures." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Track-to-track token leak in AudioFlamingo3 vs Gemma4 device mismatch during forward are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory regression and mmap-related OOM are separate causes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "init_empty_weights/meta-load TypeError is not the same as MXFP4 loading falling back to bf16." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and disabling mmap for Strix Halo target different mechanisms." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Gemma-4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but LoRA ineffectiveness and eval-mode prohibition are different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: output embeddings are not updated; 45276 is the Gemma4-specific, broader report." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for Qwen variants vs strict-config loading failure for granite_speech are different issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7-Flash vs Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and RLHF NaN explosion from 3D position_ids are not the same bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permission propagation in save_pretrained and wrong-module loading after save_pretrained are distinct problems." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression and Trainer resume/max_steps miscalculation are different code paths." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init breakage and extra_state serialization failure are not duplicates." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading failures." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Same API area, but the affected embedding targets differ enough that this looks model-specific rather than one duplicate bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs is a correctness bug; slower convert_tokens_to_ids is a performance regression." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch compatibility error and autocast dtype mismatch are separate issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch and model-loading failure for ScandiBERT are different defects." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenizer-version-dependent tokenization changes are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 custom-model loading regressions, but one is base_model_prefix loading and the other is notebook initialization; not enough evidence they are the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue and Mistral-3 image preprocessor dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are clearly different issue areas by title, and the custom-model init/loading cluster is reasonably anchored on 43646 as the broadest generic report. The soft-edge verdicts are generally conservative, and the one accepted Gemma4 resize_token_embeddings pair is well supported by the titles. I don\u2019t see an overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:46326", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43582|issue:43632", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "4aa975cdb091ad6a393e2809bbaa56e6a0465e1e02041c21ae11707ee675fe5a", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37408, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers v5-era regressions and feature gaps across tokenizers, model loading, quantization, and training. The soft pairs overlap thematically, but none appear to describe the same underlying bug or a PR-worthy shared fix.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: a v5 model-loading regression affecting multiple architectures. It is more central than the narrower tokenizer, quantization, or model-specific reports, though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue anchor because it is a general loading regression and could plausibly sit at the center of related v5 breakages. Still, it is not a true duplicate of the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: one is PagedAttentionCache/group-type handling on Qwen3.5, the other is a template compilation error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The shared theme is only \u201cQwen-related failure\u201d; one is a reproduction of another issue, the other is a cache/runtime crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated code paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different export-path bug than Perceiver interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for specific Qwen VL models is not the same as a generic mask-shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage-type lookup failure and template-node compilation error are distinct failures." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but one reproduces an existing issue while the other is about continue_final_message with mistral_common." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking with TRL are separate integration problems." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "One is a doc/behavior mismatch for TextClassificationPipeline, the other is docs for removed pipeline tasks." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized-model save/load breakage is unrelated to mistral_common final-message handling." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are different tokenizer-loader failures." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SIGLIP2 bad outputs and ModelOutput key assignment with None are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are different model-loading issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 initialization error and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM predictions and tokenizer loading for EMBEDDIA/est-roberta are different regressions." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/from_pretrained handling and unwrapping text_config in from_config are separate serialization/config issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for a specific model and Mistral regex patch crash have different failure mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and disabling mmap on Strix Halo to avoid OOM are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language output regression and CamemBERT MLM prediction regression affect different models and paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization of extra_state and Qwen video-input regression are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patching are distinct tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure and flex_attention compilation failure are separate areas." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange/device bug and Qwen3.5MoE CPU offload incompatibility are different execution-path issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer loading failure and a model-loading failure on transformers>=5.1.0 are not the same concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading failure and non-persistent buffer junk initialization are distinct code paths." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are different issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch and template compilation error are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3Model text encoder weights not loading are different model-specific loading changes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code and Qwen3.5 PagedAttentionCache crash do not share the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:43746|issue:46326", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:43089|issue:45987", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:42915|issue:44291" + ], + "prepared_review_unit_hash": "f2d1e86dfc7b27c707df53b6b5876491a48f76a80fcd170f248ee1bad5d6a7eb", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38325, + "estimated_input_tokens": 9582, + "estimated_eval_tokens": 19420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster; it\u2019s a loose set of unrelated Transformers issues with a few thematic overlaps around v5 regressions, model loading, and audio/vision edge cases. No soft pair looks confidently identical from the available titles alone, so I rejected all of them.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression here: it describes general custom model initialization breakage, which is closer to the cluster\u2019s recurring initialization/loading theme than the narrower cases.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best umbrella issue to represent the cluster because it is general, clearly scoped, and likely to be reused as a reference point for nearby v5 initialization regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated: TrainerState token accounting vs multimodal iterable-dataset finetuning failure." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different failures and code paths: torch dynamo tracing on Mixtral vs template compilation error." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-load failures, but they involve different models and different symptoms; not enough to treat as the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Distinct backend/package issues: torch extra not pulling TensorFlow vs missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal dataset batching bug vs tokenizer chat-template behavior; unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both mention Whisper, but one is batch_decode special-token handling and the other is empty-transcription generation after align_special_tokens; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different subsystems and symptoms: FineGrainedFP8Config failure vs PagedAttentionCache group-type crash." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization; separate issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF/model loading, but the titles point to different concrete failures and no shared code-path is evident." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Likely related audio code, but one is a specific unsupported center arg regression and the other is a generic helper-function issue; not enough to merge." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Shared model-loading theme only; one is a missing attribute on MolmoForCausalLM, the other is a specific model load failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer metaclass/method conflict vs custom model initialization regression; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure vs GGUF model loading failure; different loading paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; no same bug signal." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned load regressions, but on different artifacts and different failure modes; not the same underlying issue." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5/Qwen3.5 model bugs with unrelated behavior." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading vs continue_final_message tokenizer behavior; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency vs cache sequence-length return type; different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting vs MIMI encoder padding-mask behavior; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in Jupyter vs non-persistent buffer junk; separate regressions." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "General custom model init breakage and non-persistent buffer corruption are different symptoms and likely different fixes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise vs Mistral tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 model failure vs template compilation error; no common bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying issue in Mistral3ForConditionalGeneration vs serialization of lm_head.weight; related to weights but not the same defect." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys vs tokenizer loading failure; different problems." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Model inference quality issue vs processor image-size mismatch; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault loading Llava Next vs Qwen3OmniMoe video input ValueError; different multimodal bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask issue vs DAC from_latents STE mismatch; distinct audio-model bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache sequence-length contract mismatch; not the same issue." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures: generic transformers>=5.1 model load vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Specific model load failure vs Mistral tokenizer backend_tokenizer attribute error; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility issue vs OmDet processor input-resolution mismatch; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure vs convert_tokens_to_ids performance regression; different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank helper issue vs compiled flex_attention regression; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs init_empty_weights argument regression; different loading/init paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46209", + "issue:46326" + ], + "soft_pairs": [ + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:45216|issue:45357", + "issue:42915|issue:44589", + "issue:46209|issue:46326", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:43404|issue:45127", + "issue:40444|issue:45325", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:33666|issue:40444", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:43525" + ], + "prepared_review_unit_hash": "322af53d06590b55d513549b9390b77dbfb6ec29a3eeda0a1c1dd9ef918e2b6e", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35802, + "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. The only soft-edge pair that looks like the same concrete bug is the Qwen3.5 `save_pretrained` regression (45216/45357). The Granite AutoTokenizer/tokenizer.json pair is thematically related but not strong enough here to treat as a confirmed duplicate subgroup.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45812 is still the best anchor because it describes a broad, concrete AutoTokenizer regression with clear user impact across Granite models and multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone issue to represent the tokenizer regression cluster because it is broad, well-scoped, and likely to attract maintainer follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model-loading failures with distinct symptoms and likely root causes." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading issues, but the reported errors and affected paths are too different to be the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect checkpoint output; the later issue reads like a more specific follow-up of the same serialization bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated FP8 failures: one is a config/load problem, the other is a missing storage type." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "Completely different areas: FP8 inference on B200 versus tokenizer chat/message handling." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is video-input behavior and the other is still-image rope/position-id scaling." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "A tokenizer constructor conflict and a Qwen3 auto-device-mapping CUDA assert are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems and symptoms: sliding-window behavior versus strict config loading." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "A v5 initialization-flag regression and a Strix Halo mmap/OOM issue are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weight tying, but they describe different code paths and failures." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but they involve different inputs and different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility and noisy loading logs are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Separate Transformers v5 regressions affecting different loading/initialization paths." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different problems with no shared code-path evidence." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General load noise versus a specific tokenizer regression for est-roberta." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions in the model initialization/loading stack." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both concern Qwen VL training, but one is multi-GPU training and the other is multi-image iterable-dataset prompting." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Shared special-token theme, but one is runtime post-processor updates and the other is missing BOS/EOS insertion on a specific tokenizer." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different object/model bugs with distinct failure mechanisms." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is different from a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different initialization/runtime issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated model-loading behavior: GGUF loading versus CLIPTokenizer max length." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training paths and failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate-training reports, but the underlying causes differ." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "The evidence only shows a loose AutoTokenizer/tokenizer.json similarity; it is not enough to conclude the same underlying bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading failures with distinct causes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge accept is too strong for the packet alone: issue:44462 and issue:45812 share the AutoTokenizer/tokenizer.json theme, yet the evidence only supports a loose similarity, not the same underlying bug. The 45216/45357 pairing is plausible, but the overall summary should be more conservative and avoid presenting the Granite pair as a confirmed duplicate subgroup without body-level evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "1732dc0f90ae343b70a9518a85d77bc23a38eef3d6740ad1d8aa1e425a50d21d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35885, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose similarity cluster of mostly distinct issues, with a heavy skew toward Transformers v5 regressions and model-specific loading/runtime bugs. None of the soft pairs look close enough to merge as true duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative v5-loading regression report in the set, making it the best anchor for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is a concrete but general failure mode (`base_model_prefix`-related loading breakage) and is more representative than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both concern quantization/offload style problems, but one is a device_map auto loading failure on dequantized models while the other is training memory inefficiency in Qwen3 MoE; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow packaging, but one is about the `.[torch]` extra omitting TensorFlow from backends and the other is an environment where only tensorboard is installed; not the same defect." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: bad AutoTokenizer error for Voxtral vs a TypeError in `caching_allocator_warmup` on Apple Silicon." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but Video-LLaVA vision tower issues and Sam3Model text encoder weights not loading are separate code paths." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and symptoms: Video-LLaVA temporal-attention/weight-sharing bug versus Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both involve Transformers v5-era loading behavior, but one is a sliding_window issue for Qwen3-MoE and the other is an `_is_hf_initialized` init_empty_weights TypeError; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different failure modes in different components: ModelOutput key assignment versus non-persistent buffer serialization." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder batching/padding-mask issue is distinct from Gemma3 NaN embeddings caused by sliding-window attention on all-padding windows." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL video/image processing regressions, but one is finetuning with multi-image IterableDataset failures and the other is wrong video vision_position_ids; too different to collapse." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is a different problem than bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key bookkeeping." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Both involve backend/model packaging, but one is missing TensorFlow in the torch extra and the other is a vLLM load failure for PaddleOCR-VL; different issues." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; similar theme, not the same concrete code-path bug." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video `vision_position_ids`; related area, different bug reports." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading failures on Transformers 5 are separate problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs versus Perceiver failing on non-default image resolutions." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve long-context/position handling, but Qwen2.5-VL temporal scaling is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying failure is not the same as inconsistent lm_head.weight serialization across devices." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag handling and bf16 dtype mismatches are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading under Transformers v5 affect different model/config paths." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is distinct from strict config blocking granite_speech config loading." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/vision-related regressions, but one is a Qwen video-input issue and the other is a Gemma4 PLE device mismatch during forward; not the same code path." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offloading behavior is not the same as a general tokenization-version change report." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and torch.export failures with torch_compilable_check are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:44991|issue:46291", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "63cef5cda8ef9c8c78644bae87c0ffce42cc705dd7165e9069f64035be213b9d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36853, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs share only broad subsystem similarity (tokenization, loading/offloading, device_map, multimodal processing) but not the same concrete bug. No soft edge looks safe to merge as a duplicate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45920 is the broadest cross-model v5 tokenizer regression in the set and is the best representative of the tokenizer-related subset, though it is not a duplicate of the other loading/offloading or model-runtime issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single representative issue because it captures a broad, user-facing regression across multiple models rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different failure modes and domains: perplexity on a language model vs Whisper empty-transcription generation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset loading and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS injection for a specific tokenizer while the other is wrong token IDs across multiple models." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Sequence-generation cache handling and Qwen3 auto device mapping/cuda assert are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and torch.export failures with torch_compilable_check are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=\"auto\", but one is a CUDA assert in Qwen3 and the other is a PLE device mismatch in Gemma4; too model- and failure-specific to merge." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example issues and Qwen2.5-VL finetuning with multi-image IterableDataset are not the same underlying problem." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying / garbage generation in AyaVision is unrelated to Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window masking off-by-one and slow convert_tokens_to_ids are completely different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask inconsistency and OmDet-Turbo processor resolution mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel do not share a concrete code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate+deepspeed and a missing gradient-checkpointing flag are different problems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model loading with gpu/cpu offload is related in theme to offloading with quantization, but not clearly the same bug or code path." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model evaluation and ineffective gradient checkpointing with PEFT LoRA are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch and Perceiver non-default resolution failure are different image/audio-model bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava-Next loading segfault and sinq quantization save/load breakage are not the same failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and AutoModelForCausalLM.from_config text_config unwrapping are separate config issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVision and packed-weight unpacking in BitNet accelerate loading are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope index temporal scaling and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Llava Next segfault during loading are different model-loading failures." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression for a model and kernels version/revision import failure are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk in v5 are both loading-related, but not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime issue and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping CUDA assert and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Serialization of tied lm_head weights and incorrect visual encoder keys on save_pretrained are both save/load regressions, but not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they affect different artifacts and do not look like one shared defect." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA reserved-memory OOM and apex FusedRMSNorm memory leak are distinct memory issues with different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:44186|issue:45072", + "issue:43450|issue:45701", + "issue:43873|issue:44756", + "issue:44008|issue:45823", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:42175|issue:46291", + "issue:43404|issue:45357", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:43425|issue:46291", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "ef4f56e519b56e4608fac243f593bcb2716e45d455389752a9dcff2630618ec4", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated model-specific bugs; the soft pairs are similarity hits but not true duplicates. I found no safe PR-style merges here, and no soft edge looks like the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest, most active issue centered on offloading/quantization behavior, which is the closest anchor among these otherwise heterogeneous bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the best mix of breadth, activity, and relevance to the closest soft-match theme (offloading/device-memory behavior), so it is the most suitable representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a specific model/data setup is unrelated to a broad tokenizer-version regression." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and a 3d_parallel.py runtime failure are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer vs Sam3Model text encoder loading are separate model components." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different failures." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer API breakage is unrelated to a Qwen3Moe FP8 configuration error." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape handling is not the same as version-dependent tokenization drift." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload concerns, but one is quantization offloading while the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "A variable-name collision in Gemma3n forward is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure and packed-weight unpacking during accelerate loading are different issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype remaining float32 and resume_from_checkpoint max_steps miscalculation do not share a bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow backend in a pip extra and kernels version/revision import failure are unrelated packaging issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 are separate serialization/model bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is not the same as a 3d_parallel.py execution failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "continuous-batching multimodal crash with a string/.to error is distinct from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "These are both runtime/device-related, but one is SDPA+compile and the other is CPU offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizes, but the models and failure mechanisms differ (processor output shape vs interpolation handling)." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes for NER/batched padding and a Perceiver image-size issue are unrelated subsystems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as a tokenization-version-change report." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are different concrete bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for local trust_remote_code models and read-only permission propagation are unrelated save/load issues." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as kernels import-version requirements." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-mapping CUDA assert and GPT-OSS MoE tensor-parallel support are different problems." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels dependency import behavior." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different config bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3 modular recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite tokenizer ID regression are different tokenizer bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer and MLukeTokenizer failures are separate tokenizer implementations with different error modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video processing in Qwen3OmniMoe and Qwen3VL weight_only loading are different failure points." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:43316", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43873|issue:45704", + "issue:45406|issue:45464", + "issue:41720|issue:43746", + "issue:44387|issue:45701", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:44625|issue:45479", + "issue:43531|issue:44589", + "issue:44514|issue:44545", + "issue:44898|issue:45072", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "d3ad00e6fd7fad50da8fdcf7dd20de3566cb1d064f5a4d8703a97a6e59fbb9cc", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous soft-similarity noise. Only one pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. All other pairs describe different bugs, models, or code paths.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44545 is the cleanest representative of the only true duplicate pair; it precisely states the batched-input padding=False crash and is clearer than 44514.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 best fits as the cluster representative because it is the clearest, most specific instance of the shared Qwen2_5_VLProcessor.apply_chat_template bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer problems: runtime special-token/post-processor sync vs Granite token IDs regression." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated: trainer API keyword mismatch vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different subsystems and failures: BeitImageProcessor label reduction vs glm-4v-9b model loading." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they concern different models and different fields; not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow/fast tokenizer inconsistency is not the same as the specific T5 add_special_tokens load conflict." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset behavior." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different inference/data-shaping bugs in different components; no shared code path evident." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Completely different areas: torch.compile SDPA failure vs tokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is a device mismatch and the other is packed-weight unpacking; distinct bugs." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels version/revision import requirements." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different processors and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert during device mapping is unrelated to PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory regression is not the same as a general tokenization-version change." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal save/load issues, but they affect different models and different components." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "No overlap beyond being CI issues; device offload mismatch is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen, but one is sliding_window behavior and the other is config unwrapping in from_config." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to removed pipeline task documentation." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning is unrelated to the multimodal token counting video-branch undefined-symbol bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update bug is unrelated to progressive generation with cached KV." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions, but they involve different models and no evidence of the same root cause." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation of num_labels is unrelated to degenerate zero loss in sequence classification." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same issue described twice: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping bug and CPU offload incompatibility affect different Qwen components." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly duplicate pair is 44514/44545, and the other soft-edge rejections are supported by the issue titles and do not overclaim shared root cause. The chosen representative issue 44545 is reasonable as the cleaner formulation of the same bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050", + "issue:46294" + ], + "soft_pairs": [ + "issue:44077|issue:44625", + "issue:45588|issue:45759", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45704|issue:45859", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:45663|issue:45923", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:42915|issue:43746", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "04da522c81d73d5025ea497786592925546826c3e95103d1273ff4ba9b9d8329", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37055, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose similarity cluster rather than a true duplicate group: most items are unrelated regressions across tokenizers, multimodal models, training, loading, and quantization. I would keep a single high-signal offloading/quantization report as the best representative, but I would not merge any of the soft pairs as duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43873 is the strongest representative to keep: it has the most discussion/inbound references and describes a broad, actionable offloading/quantization failure, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 looks like the best single issue to surface from this set because it is high-activity, clearly reproducible in a core code path, and broader than the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different bugs: a post_init policy warning vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal/config code, but one is a flash-attention crash and the other is a text_config unwrapping bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision and a model loading failure are separate tokenizer/model-repo issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression and an image-processor torchvision dependency bug are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and save/load token-ID corruption are different tokenization paths." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A config warning about tie_word_embeddings is not the same as incorrect visual encoder key saving." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is unpacking embeddings in SFT training; the other is evaluate-after-train behavior." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but the concrete failures and models differ." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL versions and different failure modes: weight_only load error vs video position IDs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading and sinq quantization save/load breakage are separate serialization bugs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token updates and BigBird mask-token registration are distinct tokenizer behaviors." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are not the same code-path problem." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak and a missing trust_remote_code gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline token loading, but one is a generic cache/offline failure and the other is a specific mistral-regex model_info call." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "FusedRMSNorm memory leak vs CPU offload incompatibility are different issues." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cuda asserts and a T5 norm leak are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is not the same as a missing gradient_checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates and LayoutLMv2 NER/padding crashes are separate tokenizer defects." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with PEFT and offloading/quantization behavior are related at a broad level but not the same failure." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention mistral regex handling, but one is an AttributeError on loading and the other is a codec/warning regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A SigLIP2 doc example bug and a quantization/offloading bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel zero3 init failure and fbank feature extraction are separate code paths." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs in Qwen variants, but they are different models and different template/processing failures." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and GenerationMixin import errors are completely unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and DAC.from_latents STE mismatch are different implementations and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:45183|issue:45479", + "issue:43653|issue:43819", + "issue:43322|issue:45685", + "issue:43531|issue:43643", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:43388|issue:46032", + "issue:41720|issue:44991", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:45584|issue:45834", + "issue:44186|issue:44442" + ], + "prepared_review_unit_hash": "5995db1a6e3cb39c1604c5a231934d4f14f957ec3a53ee38d2c8a202f61d0576", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36500, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues. The only near-match is the pair of Mistral regex/tokenizer loading regressions, but even that looks like two distinct failures in the same helper rather than one duplicate bug. All soft edges should be rejected.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45081 is the best representative because it is the most concrete and code-path-specific report around `_patch_mistral_regex`, with a clear reproduction and error mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the strongest issue candidate overall: specific title, explicit failure path, and it anchors the closest soft-match pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Both involve tokenizer/audio-model plumbing, but one is an fbank feature extraction problem and the other is model registration in `TOKENIZER_MAPPING_NAMES`; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime/model behavior bugs, but the failure modes are unrelated: `torch.compile` with SDPA vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both mention multimodal/processor behavior, but the regression in `processor.tokenizer` is unrelated to Kosmos2.5 OCR length/index handling." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is an `AddedToken` argument collision and the other is a specific model load failure; no shared root cause." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are output/regression issues, but one is missing CLIP attentions assignment and the other is RTDetrV2 output drift; too different to be duplicates." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both affect multimodal models, but the video-input ValueError in Qwen3OmniMoe is unrelated to the Gemma3n variable-name collision." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different code paths: `torch.compile`/SDPA in Bamba vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image classification with non-default resolution." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both are validation/loss-related, but one is an input-checking/error-message issue and the other is a degenerate loss computation bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC forward/latent consistency are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava Next loading segfault and an MPS histogram-not-implemented error are different failure classes and code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with `trust_remote_code`/`AutoConfig` field loss." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model issues, but dtype mismatch in Mistral-3 preprocessing is unrelated to Gemma3n's attribute collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration bugs, but one incorrectly creates a sparse layer and the other drops the wrong number of RoPE layers." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "These both hit `_patch_mistral_regex`, but the root causes differ: one is an unconditional `model_info()` call breaking offline mode, the other is an AttributeError on `backend_tokenizer`." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but missing fields from `trust_remote_code` and strict config rejection of `granite_speech` are separate issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and `CustomTrainer.compute_loss` kwargs are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "One is a last-batch metric-gathering bug, the other is an incorrect `use_cache` result in Mamba2Mixer; different subsystems and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and tokenizer loading for `EMBEDDIA/est-roberta` do not share a concrete code-path failure." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both involve return-type/buffer semantics, but silent buffer corruption in `from_pretrained()` is unrelated to `StaticCache.get_seq_length()` returning a tensor." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both report v5 output differences, but Pegasus generation drift and CamemBERT MLM prediction drift are separate model regressions." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 long-OCR indexing are different topics with no shared bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but the video-input ValueError and wrong `vision_position_ids` are different concrete failures." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both touch tokenization/processing behavior, but runtime post-processor updates and Whisper `batch_decode` skipping special tokens are different bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-generation after `align_special_tokens` and Kosmos2.5 long OCR input errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:43720|issue:45072", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:43262|issue:43819", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43526|issue:43697" + ], + "prepared_review_unit_hash": "dad65a7a634720f8796e8a9eb86107744e66b20428ff3dc9425cdeec3a2c12e5", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft edges mostly link unrelated tokenizer, loading, dtype, processor, docs, and model-specific regressions. I do not see any true duplicate pair to merge.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenizer-regression subset, but it still does not make the surrounding issues duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general issue here and the closest thing to a cluster anchor for the tokenizer-focused items, though the cluster overall is not a single duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model/code paths: Qwen3VL from_pretrained weight-only loading error vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading, but one is junk non-persistent buffers and the other is FSDP CPU RAM efficient loading; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures and models: Bark CPU-offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline task-support error message, the other is a Siglip2 inference quality bug; not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen VL video regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different bug classes: mask/tensor shape mismatch vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Related tokenizer area, but one is an extra-space-after-added-token bug and the other is a broader slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention recent-version breakage, but one is specifically is_torch_fx_available removal and the other is a broad remote_code regression; not the same concrete fix." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype staying float32 and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache seq-length contract bug and return_tensors being ignored are separate API issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different problem from bfloat16 dtype mismatches." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and inference dtype mismatch are different code-path problems." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as a generic version-changes-tokenization report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message, the other is stale docs; same theme, different artifacts and fixes." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: weight-only loading error vs RoPE temporal position scaling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct loading issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing tensorflow in the torch extra and a Mistral tokenizer regex crash do not share an underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError in warmup and CUDA AMP float16 crash are different platform-specific failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common-adjacent loading/processing, but one is an import error and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIPTextModel structural inconsistency are different regressions." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "reduce_labels returning one label and RTDetrV2 differing outputs are different bugs in different components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:44589|issue:45042", + "issue:43650|issue:43906", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:44387|issue:44617", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:46421|issue:46424", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43643|issue:45759" + ], + "prepared_review_unit_hash": "7c214019926e160d13e9ad6e146ac5f46edd5dc9321b8e8daa0552d35324ac81", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35745, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bug reports; the soft links are broad lexical/subsystem overlaps, not the same underlying bugs. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate stands out: the issues span unrelated code paths (imports, loading, quantization, audio/video, training, cache).", + "canonical_pr_reason": "No pull requests in the cluster.", + "best_issue_reason": "issue:45020 is the broadest, most representative user-facing regression here (remote_code loading breakage) and best serves as an umbrella summary, though it is not a duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: a specific MobileLLM key error vs a broad remote_code loading regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: template compilation error vs tokenizer max-length misconfiguration." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Same family of warnings, but not clearly the same concrete code-path or model bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems: multimodal token counting vs stale auto_mappings references." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: Beit label reduction bug vs MPS attention correctness issue." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different areas entirely: float8 storage lookup vs PIL/torchvision backend dependency." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug: a placeholder issue vs an isolated reproduction of a different report." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but the concrete causes and models differ." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different behavior: ZeRO-3 index error in training vs evaluate-after-train failure." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/code paths: torch.compile+SDPA vs MXFP4 loading fallback." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different bugs: PEFT local checkpoint loading vs Whisper decode flag handling." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model logic: DAC latent reconstruction vs DiaConfig save/load token IDs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import error for GenerationMixin is not the same as notebook custom-model initialization failure." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but caused by different features and models." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated: Qwen3 MoE weight conversion vs multimodal video token counting." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: packed-weight loading vs processor image-size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model failures: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs OmDet-Turbo input sizing." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path issue vs custom trainer signature change are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window MoE bug is unrelated to the torchvision/PIL dependency regression." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache area, but different behaviors and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example problems are unrelated to MXFP4 loading fallback." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention swallowed errors, but they are distinct exception-handling bugs in different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper decoding flags." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path slash warnings are unrelated to Qwen3 MoE weight conversion." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Accelerate/DeepSpeed weight conversion is unrelated to a plain CUDA OOM report." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch VLM/video areas, but the concrete bugs differ." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Config fields lost under trust_remote_code is not the same as not unwrapping text_config in composite configs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43454|issue:43577", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:41720|issue:43540", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43540|issue:44560", + "issue:43742|issue:44291", + "issue:24643|issue:29159", + "issue:44987|issue:45907" + ], + "prepared_review_unit_hash": "bf4e67cf3d0554919281d9985be844784dbd35486cce7506f7433579e8cba860", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, but there is a small video-regression subcluster around Qwen/Qwen2.5-VL. Most other pairs are only superficially related (same subsystem or version) and not clear duplicates.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest concrete anchor in the cluster: it describes a broad v5.3.0 video-input regression across multiple Qwen model families, and it cleanly subsumes the closely related qwen2.5-vl report. The rest of the cluster is too mixed to support one true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both are vision-language loading/weights issues, but they affect different models and different failure modes (lm_head tying vs dtype propagation)." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both concern video/multimodal processing, but one is an undefined-name bug in token counting and the other is a batched-shape issue in video processors." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated symptoms: trainer token-count tracking vs perplexity on a specific model/dataset." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency vs TrainerState bookkeeping; no shared bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they target different models and different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: FSDP CPU RAM-efficient loading vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed and the other is a weight-shape mismatch in Qwen3-VL." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different model-specific bugs and different tokenization behaviors." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures for different models/configurations; only broad ML similarity." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "These are unrelated: init_empty_weights argument handling vs PIL image processor torchvision dependency." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "No shared code-path bug; one is FineGrainedFP8/Qwen3-MoE, the other is AutoImageProcessor URL loading." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer-loading regression vs CLIPTokenizer model_max_length bug; different root causes." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Save/load custom token IDs and MXFP4 quantization fallback are unrelated model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading problems with no shared concrete failure." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is not the same as a broad tokenization-version-change report." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions in different model families: RTDetrV2 output drift vs Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete failures differ: missing BOS/EOS insertion vs LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: gguf loading vs Apple Silicon allocator warmup." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP bus error on macOS and TrainerState token counting are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing exported model class; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen video/device issues, but one is an A800 cudaErrorAssert with auto device mapping and the other is a video-processing ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: device_map offload/dequantization vs CLIP tokenizer max length." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer errors, but not the same failure: AddedToken argument collision vs a specific tokenizer load regression for est-roberta." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression in v5.3.0; the vision_position_ids bug looks like the concrete manifestation of the broader reported failure." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related video-input regressions, but the model families and symptom descriptions differ too much to treat as one concrete duplicate." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Import errors for different reasons: missing PyTorch vs a separate model-loading breakage." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "FSDP zero3 queue error is unrelated to a version bump for MIN_PEFT_VERSION." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input bugs, but one is a ValueError and the other is a StopIteration in a different model variant; not clearly the same code-path bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: MobileLLM loading key error vs unexpected _is_hf_initialized argument under init_empty_weights." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs tokenizer behavior inconsistency; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer/model loading regression vs list_repo_files not forwarding revision in CI; different code paths and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue 44479 is the clearest anchor from the titles, and the accepted soft edge between 44479 and 45381 is conservative and justified by the shared Qwen video-input/v5.3.0 framing. The remaining rejections are appropriately cautious given the heterogeneous cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399" + ], + "soft_pairs": [ + "issue:28282|issue:29127", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43577|issue:45072", + "issue:44291|issue:44821", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:43526|issue:45479", + "issue:44062|issue:45081", + "issue:43582|issue:43782", + "issue:43404|issue:45987", + "issue:27957|issue:28282", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43906|issue:45381", + "issue:43756|issue:46399", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45357|issue:45920", + "issue:45405|issue:45600", + "issue:44913|issue:46121", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "0a7789c988cb2e074958d9e710894ce7b158e4cfd843412f96dfa1bf4129b0a6", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35592, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues; only the two SigLIP2 reports look like the same underlying bug. The rest share broad subsystem themes at best, but not the same concrete failure mode.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43493 is the best canonical: it describes the underlying SigLIP2 implementation discrepancy against the original JAX model, while issue:43994 reads like a downstream symptom report on the same model family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest representative because it states the root correctness problem more generally and is better suited to anchor the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: missing PyTorch dependency vs a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/precision paths, but one is Qwen3Moe FP8 config failure and the other is FSDP CPU RAM efficient loading; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver interpolation failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated: package backend installation issue vs a specific model load failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model classes and do not point to one concrete code-path defect." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different layers of the stack: init_empty_weights argument handling vs loading an AutoImageProcessor from URL." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same core symptom: SigLIP2 output discrepancy / nonsensical predictions, likely one implementation bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen/SmolLM behaviors: MOE weight conversion with accelerate+deepspeed vs RoPE-layer dropping." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to CustomTrainer.compute_loss argument handling." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to sequence-classification loss degeneracy." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is not the same as the Mistral regex patch AttributeError." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different code paths: Mistral3 weight tying vs StaticCache sequence-length return type." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 model support issue is unrelated to missing PyTorch dependency detection." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention sink handling crash are distinct implementation issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal load/test failures, but they involve different models and no shared concrete bug is evident." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The reproduction of an older issue is not the same bug as Qwen2.5-VL video position-id calculation." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen3.5/Qwen3 bugs: RoPE layer dropping vs missing apply_rotary_pos_emb registration decorator." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to the tokenizer regex crash." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE-ish logic, but one is SmolLM3 architecture handling and the other is Qwen2.5-VL temporal position scaling; not the same defect." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A keyerror loading MobileLLM and a float8 storage lookup failure are different loading problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breakage and sleng-bert loading failure are separate tokenizer/model-loading issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key regression is not the same as AutoTokenizer producing wrong token IDs across many models." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump and removed auto_mappings references are different CI/package maintenance problems." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both mention rope parameters, but one is config reload defaulting and the other is JSON-loaded list type handling; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is mostly conservative and grounded in the packet. The only accepted soft-edge pair, the two SigLIP2 issues, is a reasonable duplicate/canonical match based on shared model family and similar output-discrepancy symptoms. The other pair rejections stay within the evidence and avoid over-merging unrelated failures. One minor note: issue:38175 also looks SigLIP2-adjacent, so the cluster summary could have acknowledged that more explicitly, but this is not severe enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:45005", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43643|issue:45375", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:30064|issue:33666", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:28282|issue:32090", + "issue:43688|issue:43749", + "issue:44936|issue:45823", + "issue:43906|issue:46202", + "issue:28282|issue:33357", + "issue:45372|issue:46170", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43295|issue:45356", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:44484|issue:44704", + "issue:43452|issue:43577", + "issue:24643|issue:27957", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:44464|issue:44743" + ], + "prepared_review_unit_hash": "e1c5b08503b46a92afd67061e58129bf2e71d941581a69758357aadf728909fc", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with only two clear duplicate-like pairs: one about strict config fields being dropped, and one about tied-weights serialization in v5. The rest look like distinct bugs across unrelated code paths.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44466 is the best single representative because it describes a concrete, reproducible v5 save/serialization defect around tied lm_head weights and is the clearest match to a nearby duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the strongest standalone issue in the set: specific symptom, clear code path, and a close duplicate candidate (issue:45005).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both describe the same config-loading problem where strict/config filtering drops custom fields from the returned config object." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model bugs: RTDetrV2 output drift vs Qwen3.5 checkpoint saving/serialization." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight shape error vs LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve configs, but one is num_labels propagation and the other is strict loading of granite_speech; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/loading failures with no shared code-path symptom." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization problems affecting different model families and save/load behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is a processor batching crash and the other is wrong vision_position_ids; not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same underlying tied-weights/save_pretrained regression in v5; both report serialization problems with tied lm_head/translation-model weights." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both hit from_pretrained paths, but one is gguf_file loading and the other is offline-mode model_info lookup; distinct bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different components and symptoms: DAC latent conversion vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Import-time PyTorch detection error vs Trainer broadcast TypeError; not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary loss normalization and FSDP RAM-efficient loading are separate problems." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 device placement mismatch; different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The second is a Gemma pipeline roundtrip issue; the first is only a reproduction issue referencing another ticket." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Environment import error vs MacOS bus error on CLIP; unrelated failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency/import failures involving different packages and platforms." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures for different model families." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression vs Kimi tokenizer codec/regression warning; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to processor/tokenizer regression." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-detection issues, but they affect different backend packages and likely different fixes." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "DeepSpeed training weight-shape error and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and failure modes." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the CLIP MacOS bus error." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype handling and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but they are different concrete bugs and model-specific failures rather than the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are conservative enough based on the titles: config field loss on load, and tied-weights serialization in v5. The remaining negatives also stay cautious and are supported by clearly different issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:44843|issue:44991", + "issue:43531|issue:43742", + "issue:44514|issue:45290", + "issue:43646|issue:43749", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:45491|issue:46002", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43643|issue:44561", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:44977|issue:46209", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:43577|issue:44554", + "issue:43577|issue:45588", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:44554|issue:46365", + "issue:43606|issue:43927", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "fdec9ce7708407221265bc33ffb78b0f15b669096188d68b4d96ac68279c8169", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37597, + "estimated_input_tokens": 9400, + "estimated_eval_tokens": 19056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the pairs mostly share only broad subsystem keywords (tokenization, loading, MoE, chat templates, etc.) but not the same concrete bug or fix path. I found no soft edge that should be merged as a duplicate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest and most cross-referenced issue in the set, but it is still only a weak umbrella and not a true duplicate anchor for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer/version behavior, but one is offline Mistral regex patching and the other is a specific tokenizer load failure for a model; different root causes." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM key errors are unrelated bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding handling and the other is assistant tool-call content handling; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regressions and FSDP CPU RAM efficient loading breakage are different code paths and failure modes." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is DeepSeek implementation divergence; not mergeable as one fix." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token decode behavior and DiaConfig custom token ID persistence are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Sam3Model text-encoder weight loading are separate model-specific defects." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "GPU NaNs in sliding-window attention and NaNs in classification heads on init are different symptoms with different causes." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is not the same as a generic tokenization-version regression." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A Bamba SDPA compile issue and an MLukeTokenizer AttributeError are entirely different failures." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models and Qwen3.5 num_labels propagation are separate problems." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a removed helper breaking imports; different fixes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation issues are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda asserts and compiled-forward chunked generation inconsistencies are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and TrainerState token-count updates are separate trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are different model-load failures." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 B200 inference failure are different hardware/path issues." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key errors and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import errors do not describe the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained-load preset handling for Beit and Bamba SDPA compile failures are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType errors and Qwen2-VL multi-GPU training are distinct issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo input-size mismatch are different model-specific regressions." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and quantized sinq save/load breakage are not the same code path." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness issues are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype loading and flash_attention s_aux=None crashes are different failures." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate loading and DiaConfig custom token IDs are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaults and processor.tokenizer regression are separate processor bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage and inability to load a specific tokenizer model are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import interference from datasets are completely different." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and sinq quantized save/load breakage are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46002", + "issue:46192", + "issue:46209", + "issue:46424" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:44625|issue:46002", + "issue:28218|issue:33357", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44464|issue:46424", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:43927|issue:44361", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "68a495affd6640a4d7819fc86a22dc4049a1da8936e9ddc6e2643d4be7771287", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37086, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are loosely thematically related around Transformers regressions, but none of the soft pairs look like true duplicates of the same concrete bug/change. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest and most representative regression-style issue in the set, but it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different failures: multi-GPU Qwen2-VL training versus a Trainer.compute_loss signature error." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: SigLIP2 incorrect outputs versus return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems: Qwen3.5 flash-attention generation bug versus FP8 inference failure on B200." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are pad-token regressions, but on different configs/models and with different missing fields; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated: BitNet packed-weight loading versus MLukeTokenizer attribute/task failure." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different issues: dtype drift between train/eval versus auxiliary-loss normalization." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and an offline-mode error message regression are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: num_labels propagation versus NaNs in classification heads." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example problem and the other is an implementation mismatch; not the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading regression versus an unreleased dependency version bump; no shared bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: hidden-states behavior versus incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Related tokenizer regressions, but different models and symptoms; one is add_special_tokens handling, the other wrong Granite token IDs." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different problems: model load failure versus an offline-mode hub call in tokenizer regex patching." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both touch multimodal examples, but one is a docs-example mismatch and the other is a processor/tokenizer API regression." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are unrelated bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning default issue versus a multi-GPU inference OOM; different problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype changes and abnormal gradient growth are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3 family bugs: video-input processing versus flash-attention generation behavior." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different code-paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward and cache-length handling are different issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error and multi-GPU training are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different runtime/type errors: FP8 storage lookup versus flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-token symptoms, but different model families and config fields; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2_5_VL is unrelated to the FP8 storage TypeError." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE loading, but the model families and failure modes differ enough that they are not the same concrete issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task errors are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different multimodal-config bugs: missing pad_token_id versus not unwrapping text_config in from_config." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading and CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx and unexpected _is_hf_initialized during init_empty_weights are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Evaluation dtype drift and resume_from_checkpoint key 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": 21, + "review_unit_index": 24, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:43065|issue:46369", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "cee8bb8d0b998f0680caef8bfff88a3a2e60cb3665dc5da8a8d88595af7f6f96", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34943, + "estimated_input_tokens": 8736, + "estimated_eval_tokens": 17728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft pairs are mostly broad-similarity matches, not true duplicates. I would not merge any of the suggested edges. If forced to anchor the cluster, the strongest issue candidate is the multimodal chat-template bug (#44521) because it is open, well-discussed, and has the most external references among the items.", + "confidence": 0.9, + "canonical_issue_reason": "#44521 is the clearest, most central issue in the set: it is open, has multiple inbound references, and describes a concrete, reusable bug in a shared code path (`apply_chat_template`) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best overall representative because it is broad enough to matter across models, has strong discussion/references, and its failure mode is specific and actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a multi-GPU OOM and the other is a device-mismatch forward bug; different failure modes and likely different fixes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: an OOM while loading Qwen2 with tensor parallelism vs a PEFT version-check bump." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a dependency-version issue are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Position-id key warnings and CLIP text-model structural drift are different bugs with no shared code-path evidence." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A legacy-field load failure in BEiT segmentation and a tokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device behavior, but one is a CPU offload mismatch in Bark and the other is a stale GraniteSpeech CI test; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling are different generation paths and failure causes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-loading/inference issue, not the position-id key warning described here." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is an offloading behavior bug and the other is save/load corruption for sinq-quantized models." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` and sinq save/load breakage are distinct problems in different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is multimodal continuous-batching with a `.to` error and the other is KV-cache continuation tensor indexing; different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth in training and a model-load failure for Phi-4 multimodal are not the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token-count updates are separate concerns." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warnings have nothing to do with a GPT-oss OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the `_gpu_broadcast_one` NoneType error in Trainer." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 serve crash due to missing `_tokenizer` and a rope-validation type error are different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation errors and a Python 3.13 `flash_attn` import mapping issue are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "These both touch attention/flex_attention, but one is an MPS correctness issue and the other is a PyTorch version-check bug for an import; not the same fix." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript `GeneratorExp` export failure and SigLIP2 zero-probabilities are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues do not share the same code path." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3Omni video-processing ValueError and Gemma4 text-only mm_token_type_ids defaults are different multimodal bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "One is about defaulting `mm_token_type_ids` to zeros; the other is a device mismatch in Gemma4 PLE forward. Different issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are `apply_chat_template` bugs, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; they are not clearly the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44186|issue:46192", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:45381|issue:46209", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:43334|issue:43525", + "issue:42490|issue:43493", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:44792|issue:45563", + "issue:43388|issue:43526", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "a034a90a7c3ea0261fbe66343936dc3902d84889f8519f9157f8563f0113513b", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft links connect unrelated tokenizer, config, generation, vision, and training issues rather than true duplicates. I rejected all soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43295 is the broadest, highest-activity regression in the set, so it is the best representative of the cluster, though the items are not actually duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the strongest representative by discussion/activity and generality, but only as a stand-in for triage; the cluster itself is not a coherent duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: flash-attn import error vs meta-device loading issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume-from-checkpoint key mismatches." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to return_tensors being ignored in text_kwargs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus bug is unrelated to Qwen3.5 hidden-state output bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map/PLE placement issue is unrelated to return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to batched video processor output shapes." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling bug is unrelated to FP8 inference failures on B200." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Tokenizer/processor regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to return_tensors being ignored." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec/warning regressions are different code paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm config missing field is unrelated to meta-device loading failures." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import handling on Python 3.13 is unrelated to BACKENDS_MAPPING tensorflow_text validation." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors: flash-support helper vs Qwen2.5-VL class export." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to gradient growth under ZeRO-3." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency is not the same bug as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to CLIPTextModel structure differences." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and Qwen2.5-VL rope indexing are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5-VL import errors." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a class export is unrelated to deepseek tokenization regressions." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric label gathering and Beit image-processor label reduction are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Unexpected zero probabilities and HF-vs-JAX SigLIP2 discrepancy are related by model family but not the same concrete bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory usage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:41720|issue:46209", + "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:43975|issue:45520", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:45290|issue:46326", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:44610|issue:44857", + "issue:45759|issue:46285", + "issue:44514|issue:44521", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:37428|issue:44351" + ], + "prepared_review_unit_hash": "b8c63ac687654dcd95c0458715f6d81c19ae582db2ef10a8a85a9aaedfaa765d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items are mostly unrelated Transformers bugs, regressions, and docs/import issues that only share broad subsystem vocabulary. None of the soft pairs look like the same underlying defect or change, so they should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical representative; the cluster spans many unrelated bugs across different models, processors, import paths, and environments.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because there is no single shared root cause across the items; any choice would overfit one narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different failures on different hardware/models: Qwen3 auto device mapping cuda assert vs FP8 inference on B200." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token decode bug vs GraniteSpeech CI stale device override test; unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs ignored return_tensors with text_kwargs; different processor behavior." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization regression vs flash_attn import KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenizers/ASR, but the reported failures and model paths are different." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug; different modalities and symptoms." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template issues, but one is tool-call handling and the other is continue_final_message for mistral_common." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities vs RT-DETR memory release; unrelated model/runtime problems." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform issues, but they fail for different missing dependencies and environments." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input size mismatch vs LwDetrImageLoss AMP/CUDA crash; different code paths." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model/config structure, but the affected architectures and breakage are different." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Similar chat-template surface area, but one is a padding=False crash and the other is all-zero assistant masks." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing import_utils symbols affecting different optional features/models." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but for different pipeline APIs and mismatches." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction bug vs GraniteSpeech CI device override test; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC forward/latents mismatch vs qwen3_omni_moe helper behavior; different models and logic." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are detection-loss related, but one is a CUDA/AMP crash and the other is missing auxiliary losses." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config bug vs Bamba torch.compile/SDPA failure; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention helper import error vs Torch 2.10 incompatibility; too broad and different." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Generic base_model_prefix loading regression vs Sam3Model text encoder weights not loaded; different loading bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error; different failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift vs Qwen3_5 recurrent-state reset bug; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/config issues: sparse layer creation vs mask-token special-token registration." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 multimodal token type IDs vs flash_attention sink-less crash; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse vs category-count runtime limit; different domains." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "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:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45290|issue:45381", + "issue:39692|issue:43526", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:45459|issue:46234", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:45920|issue:46192", + "issue:28218|issue:32090", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:32090|issue:33357" + ], + "prepared_review_unit_hash": "3c0878399c52d59aa4b7a15e8248bc00fb14847a2122ac0d98314cee65310d6b", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two Qwen3.5-Moe from_pretrained regression reports. The rest are different bugs touching unrelated code paths, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the better canonical for the duplicated Qwen3.5-Moe from_pretrained regression: it is the earlier report and has the clearer core failure description, while issue:45478 is the same problem reposted later.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue candidate: it reports a broad, high-impact tokenizer regression affecting multiple model families and is still open, making it the most suitable representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and failures: import/indentation parsing vs feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated problems: torch.compile SDPA failure vs GraniteSpeech CI device-override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC latent-path mismatch vs position-id unexpected-key loading issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and code paths: SwitchTransformers config bug vs BEiT pretrained preset legacy-field load bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: unsupported feature-extractor arg vs Gemma4 device-map mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different concerns: dtype drift in evaluation vs an error-message/v5 pipeline warning issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template/tool-call crash and qwen2.5-vl video position-id bug are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example mistakes are not the same as BeitImageProcessorFast label-reduction logic." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention s_aux=None crash and CPU-offload rotary-embedding incompatibility are distinct." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weights loading bug and GraniteSpeech stale-test failure are not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is model output drift and the other is tokenizer correctness; root causes differ." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues do not match the position-id loading regression." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5-Moe from_pretrained failure on transformers>=5.4.0; clearly duplicate reports." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils symbol are unrelated issues." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Same as above: config bug vs CI test failure, no shared bug path." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different models and defects: Llama 3.2 load breakage vs embedding reinitialization after resize." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch and float16 AMP crash are different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability behavior is not the same as the position-id key regression." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and problems: AMP/CUDA loss crash vs bfloat16 dtype mismatch." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Broad tokenizer ID regression vs return_tensors argument handling are different API bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error have no shared code path." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated issues." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are different problems." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and CLIP MacOS bus error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet. The canonical duplicate pair 45310/45478 is clearly the same reported bug, and the remaining soft-edge rejections stay conservative given the titles and issue descriptions. The summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:10000|issue:15354", + "issue:43927|issue:45698", + "issue:37428|issue:44987", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:27957|issue:34689", + "issue:44857|issue:45588", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:43412|issue:45588", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:25251|issue:32090", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:44186|issue:45198", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "04647e079b18acbe71efd386b000590b9088d84f306bc1253dc3163a9db7727f", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36919, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad themes like model loading, flash-attention, tokenizers, or memory issues, but not the same concrete bug. No PRs are present. If a representative issue is needed, I\u2019d use the Gemma 4 processor-loading regression as the clearest actionable report.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45372 is the most central and actionable representative in this set: it has a concrete repro, active discussion, and sits in the Gemma 4 processor-loading regression area that overlaps with several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the best single issue to anchor the cluster because it is specific, well-described, and closer to an upstream/root-cause style failure than the other mostly unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs embedding reinitialization in post_init are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different models and different failure modes: torch.compile/SDPA vs a helper-length calculation bug." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/parse problems, but they affect different code paths and models." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and TP OOM on Qwen2 are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert model error and ViT torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Import error for a missing flash-attn helper is not the same as a model-loading failure for a specific repo." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of an API used by trust_remote_code models is different from DeepSeek tokenizer output corruption." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and a multimodal token-count helper bug are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading breakage are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP loss crash in LwDetrImageLoss and flash_attention.py s_aux=None crash are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and multi-GPU CUDA OOM on Gemma4 are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map assert and Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug and Gemma3 sliding-window NaNs are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning in paged generate are different defects." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from a missing dependency is different from a flash_attention integration crash." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is a flash_attention None crash and the other is a device_map mismatch in forward." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures are a different pipeline from the flash_attention None handling bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation output changes and lm_head serialization inconsistency are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma4-related, but one is an import/dependency break and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature exception handling bug are different components." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit RuntimeError and stale generate warning are not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and Adafactor+Deepspeed OOM are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Path-trailing-slash warning and quantization offloading issue are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are distinct." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute error and Wav2Vec2 save/tokenization failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43065|issue:45412", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:43066|issue:44462", + "issue:42915|issue:42994", + "issue:45459|issue:45712", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381", + "issue:43575|issue:44387" + ], + "prepared_review_unit_hash": "5769113e1eab4fb9e07b41b44ca5d2da5bd4af3dcbfd31bff10429a3d1848b33", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a real duplicate set: the items span many unrelated Transformers bugs (tokenizers, vision models, quantization, memory, training state, and import errors). None of the soft edges look like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both mention input/feature-processing regressions, but one is an unsupported arg crash in LasrFeatureExtractor and the other is a Qwen2.5-VL video regression; different code paths and failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both involve vision models, but one is a MacOS bus error on a community CLIP model and the other is a SigLIP2 docs example mismatch/quantization issue; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated subsystems and failure modes." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d cleanup and RT-DETR memory release are different model-internals bugs, not one fixable change." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading with base_model_prefix and rope-parameter JSON handling are unrelated configuration/validation issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch and Qwen3.5 flash-attention generation failure are different model behavior problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer cleanup and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression and ignoring tokenizer.json are both tokenizer-loading issues, but they are distinct bugs with different failure points." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are different quantization paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking due to protobuf absence and leftover dummy class cleanup are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and tensor-parallel OOM while loading a model are different problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated regressions." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is RT-DETR object deletion/leak behavior and the other is SAM3-LiteText memory overflow; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and RT-DETR memory release are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common and protobuf-related tokenizer exception masking are different import/error-handling issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check and save_pretrained/tokenization failures in Wav2Vec2 are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training-flow bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and DeepseekV3MoE divergence from remote implementation are model-architecture mismatches, not the same underlying issue." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings in mixed-length batching are unrelated tokenizer vs attention/kernel issues." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is failing tests; not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP bus error on MacOS are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete failure." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are different model implementation bugs." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect generation/AutoModel behavior and SAM3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-information error messaging and output embedding reinitialization after resize are separate bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM loading Qwen2-57B and resume checkpoint key mismatch are different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning and gradient-checkpointing eval restriction are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is TP loading of a specific model and the other is int4 quantization reserved-memory growth; different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43761|issue:45859", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:27957|issue:29127", + "issue:44743|issue:44811", + "issue:27957|issue:33290", + "issue:43452|issue:45588", + "issue:33290|issue:34689", + "issue:43646|issue:44077", + "issue:44062|issue:45907", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43761|issue:44079", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "b7dc97bc84613baaa93d333ab1c047a64238f5f160a7fd6dd324332504c05086", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36205, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they span unrelated bugs across model loading, generation, audio/image processors, training, and config APIs. No duplicate cluster emerges, so there is no strong canonical issue or PR.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated failures in different models, subsystems, and error paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for this cluster; at best, a few are loosely theme-adjacent, but none anchor the rest as the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: FP8 config handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Both are regressions, but one is CLIP hidden_states output and the other is CPU offload rotary embedding compatibility." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths: Beit label reduction vs LwDetr AMP/CUDA loss crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same broad family, but distinct bugs: missing pad_token_id vs sliding_window behavior." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rope-related code, but one is JSON list validation and the other is kernel registration." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated problems: flash-attention generation failure vs category-count limit error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio-related, but different APIs and bugs: chat template sampling rate vs unsupported center argument." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different symptoms and models: compiled-forward chunked generation vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash-attention support vs LayoutLMv3 error-message clarity; not the same bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated generation-cache bug vs Whisper batch_decode option handling." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Different subsystems entirely: attention backend support vs optimizer OOM." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to a flash_attention s_aux=None crash." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in deepspeed/Adafactor is not the same as a model-loading regression." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve initialization, but they are different concrete issues and fixes." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Token construction bug vs repository file-listing revision forwarding; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM vs embedding reinitialization after resize; different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer OOM and token-count tracking are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs quantization offloading; different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs image classification interpolation failure." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3 divergence are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression vs zero-loss classification bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to recurrent-state reset with cache." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they concern different model families and attributes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in torch extra is a packaging issue, not the same as a missing import_utils symbol." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden-states regression and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Model-loading regression for a specific model vs base_model_prefix loading behavior are not the same issue." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to AutoTokenizer failing on a tokenizer class." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric gathering label truncation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44987|issue:46178", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:44464|issue:46421", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44479|issue:45290", + "issue:44855|issue:45137", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:43650|issue:46202", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:42617|issue:43575", + "issue:45632|issue:46424", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:43316|issue:44877" + ], + "prepared_review_unit_hash": "74d70ef2cdb00141dcdaaca2cfbb035102de9e28124340106bcd828fd8018d1d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35938, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The strongest standalone issue is the FSDP CPU RAM efficient loading bug, but there is no clear duplicate core spanning the set.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43749 has the strongest triage signal in the set: highest discussion activity, multiple inbound references, and a concrete, actionable loading bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most representative and impactful issue here, with the clearest bug report and the most follow-up activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failure modes: optional post_init validation vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight-shape load mismatch and the other is a save_pretrained regression; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states bug and attention-kernel divergence under torch.compile are separate code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading failure for a specific model and an unknown backend mapping error are unrelated loader issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift and v5 pipeline documentation references are different problems." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except error-handling bug in Fuyu are distinct issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/prefill, but one is output inconsistency with compiled forward and the other is cache lazy init causing recompilation." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading, the other is a specific Qwen3-VL shape mismatch while loading." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but Gemma3TextConfig API inconsistency and Qwen multimodal text_config unwrapping are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing import error and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in a training script and unrecognized-model config loading are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct not persisting are both config-related but not the same underlying bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap: an ADD THE DATA issue versus a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and an incorrect v5 translation-support error message are separate issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Top-k output shape change in pipeline is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different failures in distributed execution: one is a 3d_parallel.py run problem, the other is TP loading OOM." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is trust_remote_code cache path collision and the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM on a large Qwen model and a key error loading MobileLLM-125M are unrelated loading issues." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support and Trainer _gpu_broadcast_one NoneType handling are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question for DeBERTa and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: Gemma3TextConfig API discrepancy versus strict config rejecting granite_speech." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:41950", + "issue:43065", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:43065|issue:44617", + "issue:44871|issue:45584", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:44077|issue:44534", + "issue:45803|issue:46365", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43761|issue:44479", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43572|issue:46178", + "issue:43673|issue:44743", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:44792|issue:45600", + "issue:43761|issue:44242" + ], + "prepared_review_unit_hash": "3d671a1d2d8dccccc3ab4fee616a6dca475acb3ccaff96f3b0880822e4c8ca9e", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports across different models and code paths. None of the soft-paired issues look like true duplicates, so I would keep all pairs separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45698 is the best representative issue in this set: it is open, high-activity, and describes a broad save/load custom-module failure that is more likely to subsume related reports than the narrow model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest triage value overall because it is still open, has the most discussion/inbound attention, and targets a concrete, reusable loading path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different models and different failure modes: Qwen3OmniMoe video-input processing vs Qwen2.5-VL batched chat-template padding." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to Sam3LiteText memory overflow." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue and Sam3Video OOM are distinct problems." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos-token config inconsistency is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3 is not the same as Ministral-3 FlashAttention failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure affect different subsystems." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post-init allowance is unrelated to non-persistent buffer initialization junk in v5." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare-except tensor conversion bug is unrelated to the Trainer import dependency issue." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different code paths: Fuyu tensor conversion vs Windows/ROCm torch.distributed import dependency." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as Sam3Video missing fpn_position_embeddings." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token config mismatch is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage is a different issue from an unrecognized model_type in config.json." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom-model initialization regression is not the same as GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen video-input regression are different model families and symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label dropping in gather_for_metrics is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab is a different bug from Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx regression and tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked prefill while the other resets recurrent states in qwen3_5; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy-field loading failure is not the same as wrong custom-module selection after save_pretrained/from_pretrained." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection issue is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "They are both chunked-prefill/cache-related, but one is missing cache initialization and the other is spurious recompilation from lazy init; different underlying bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is not the same as Qwen3.5 FlashAttention generation breakage." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3LiteText memory overflow are different issues." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation failure and stale Sam3LiteText auto_mappings references are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression is different from missing load-balancing loss when output_router_logits=False." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:41720|issue:45245", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:25251|issue:27957", + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:43295|issue:45276" + ], + "prepared_review_unit_hash": "894431f37b08ec58a7521abab5c127eeb8eb2a672179f3ffcfff3d788fd0e212", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35817, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be a true duplicate; the issues span different models, APIs, regressions, and failure modes, so there is no coherent canonical cluster representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model families and different symptoms: weight-shape mismatch vs a tied-weights warning." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading-related, but one is about a local dataset script and the other about loading a specific multimodal model." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a framework-wide non-persistent buffer regression; the other is a GPTNeoX config reload bug." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Completely different problems: embedding reinitialization vs a path-with-slash loading warning." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is unrelated to a model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths and failures: video-input regression in Qwen VL models vs KV-cache indexing in serve." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/indentation parsing issue is unrelated to a flash-attention crash on sink-less models." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures entirely: Qwen3 device-mapping CUDA assert vs an unrelated category-count runtime limit." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3 memory use, but one is CUDA OOM in Sam3Video and the other is an overflow in Sam3-LiteText; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward inconsistency and a stale warning about num_return_sequences are different issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but assistant-mask generation and vision_position_ids are distinct code paths." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "General buffer initialization regression does not match a config field silently resetting on reload." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different Python-version compatibility failures with unrelated root causes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile/SDPA model bug is unrelated to a dataset-loading script problem." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is about forbidding optional post_init and the other about loading a granite_speech config." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer resolution ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in serve." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab merge collapse and incorrect visual encoder keys are different Qwen issues with different failure modes." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but they point to different stale references in different components." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for local models are unrelated to a missing import_utils symbol." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config layer construction bug is unrelated to loading a local dataset in an example script." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement bug in XLNet is unrelated to a bare-except error swallowing interrupts." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification results and local-dataset loading failure are different example-script issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A regression around processor.tokenizer/images is unrelated to Gemma4 resize_token_embeddings not updating embeddings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:36246|issue:41628", + "issue:45632|issue:46421", + "issue:46082|issue:46121", + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:42175|issue:44279", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44246|issue:45003", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44016|issue:44220", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46123|issue:46369", + "issue:43479|issue:45375", + "issue:43531|issue:45600", + "issue:43976|issue:44987", + "issue:42907|issue:43441", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "b066d0e02bfa8905188866ab4bde679f65682bd46b2a8bc1c526f057d85e1388", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35167, + "estimated_input_tokens": 8792, + "estimated_eval_tokens": 17840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs only share a broad subsystem (imports, configs, cache, model loading) but describe different concrete failures. No soft edge looks like the same underlying bug/change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items span distinct bugs, models, and code paths; the soft similarities are too broad to indicate duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "If a human needs one representative issue to inspect, issue:44964 is one of the clearest standalone reports, but it is not a duplicate hub for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: token embedding resize/output tying vs Whisper empty-transcription generation." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both involve environment/dependency behavior, but one is a Python-load failure and the other is a TensorFlow backend packaging issue." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules; not the same missing export path." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Different cache problems: local trust_remote_code cache-path collision vs chunked-prefill cache initialization/recompilation." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated config-validation bugs: Llama head_dim rejection vs rope-parameter list type error." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No substantive overlap; one is a low-quality issue title, the other is a concrete fbank feature extraction bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Completely different failures: category cardinality limit vs Whisper generation after special-token alignment." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both are weight/save-related, but they affect different models and different code paths (tied lm_head vs save_pretrained regression)." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency complaints, but not the same packaging or backend issue." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing names from different modules; same symptom class, not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline routing bug versus a notebook syntax error; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance complaint vs unsafe sys.modules access; different code paths and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash versus server KV-cache continuation crash; unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compiled-kernel failure on newer torch and the other is a version-check/import guard bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Different cache semantics: missing GenerationMixin cache in chunked prefill vs max_cache_length only honored for quantized cache." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is different from an unrecognized model due to missing model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both touch model loading, but one is a specific multimodal model load failure and the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to audio feature extraction." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-load failures for different model families; no shared concrete bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is not the same as loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to token-embedding reinitialization after resize." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batch-finalization bug versus model memory overflow; different issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config classes and different bugs: default config initialization vs silently dropped field in strict parsing." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Sam3LiteText auto-mapping breakage." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility report and a model-loading failure are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral models is different from FlashAttention inference failure in Ministral-3." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both mention regression and tokenizer/embeddings, but they affect different APIs and models with different symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:35141", + "issue:38175", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46209", + "issue:46234", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:43526|issue:43901", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:45372|issue:46234", + "issue:44792|issue:46424", + "issue:43673|issue:44336", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43650|issue:46209", + "issue:43577|issue:45216", + "issue:45103|issue:45372", + "issue:46082|issue:46399", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:44351|issue:45278" + ], + "prepared_review_unit_hash": "4e729eac60fec3546728467624b730d31b9572ef0642b0a53aff83e9994ee948", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues that only share superficial keywords like import errors, regressions, or model-loading failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate center is evident; if one issue must anchor the cluster, issue 45020 is the broadest umbrella regression report, but it is still not a duplicate of most others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single representative because it captures the widest class of recent-version breakages and is the closest thing here to an umbrella issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; different subsystems and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import error for AutoModel vs token embedding reinitialization in post_init; unrelated bugs." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading failure vs PIL image processor requiring torchvision; not the same code path." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3 model failure and the other is an s_aux=None crash in a different sink-less path." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword argument TypeError; completely different issues." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Missing ReasoningEffort import affecting Gemma 4 processor loading vs missing is_falcon_mamba_ssm_available symbol; different missing APIs." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure vs cache max length handling for quantized cache; unrelated behavior." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "GenerationMixin chunked_prefill cache issue vs ANSI codes in loading_report; no overlap in bug location." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression vs incorrect save_pretrained checkpoint keys; load-path bug vs save-path bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing/eval-mode constraint vs D-FINE auxiliary-loss omission; different components entirely." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing image_utils import; both import errors but for different symbols/modules." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility bug vs general dependency issue; not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch in a pipeline vs unrecognized model config loading failure; unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma resize_token_embeddings bug vs Whisper empty-transcription generation failure; different models and paths." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model/config loading issues, but one is an unrecognized model type and the other is missing text_config unwrapping for composite Qwen configs; not the same fix." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args ignored vs tie_word_embeddings warning during LoRA fine-tuning; unrelated concerns." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue 'ADD THE DATA' vs FP8 inference failure on B200; no meaningful connection." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Qwen3.5 checkpoint save regression; different model families and code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crash with future annotations vs Gemma 4 processor import failure; unrelated problems." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration/decorator crash; different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss handling vs Gemma 4 mm_token_type_ids defaulting; distinct training/model config bugs." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video; clearly unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General transformers dependency issue vs MIN_PEFT_VERSION bump to unreleased 0.18.2; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor.tokenizer regression for images vs DeepSeek tokenizer output regression; different model/tooling paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline selecting image processors vs remote_code model breakage; different failure classes." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "DeepSeek tokenizer regression vs Granite tokenizer wrong token IDs; both tokenizer bugs but different models and implementations." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5/3.6 load failure vs Qwen3.5 visual encoder keys saved incorrectly; related family, but load vs save regressions are not the same underlying bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific HybridCache import failure vs broad 'many import errors' report; too general to treat as the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:44521|issue:45325", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:43450|issue:44279", + "issue:43479|issue:43525", + "issue:43650|issue:46132", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:44623|issue:45397", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162" + ], + "prepared_review_unit_hash": "328002ccd5d4b501920814b2e50ae02a97c3164bb8b85c0326cdab9d8754aa33", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 a loose grab bag of unrelated issues across tokenizers, multimodal processors, configs, deepspeed, docs, and model-loading edge cases. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44521 is the strongest representative bug report here: it has a concrete failing API (`apply_chat_template`), a clear multimodal repro, and a specific observable bad output (all-zero assistant masks).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best single anchor because it describes a precise, reproducible runtime defect with clear scope and impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is about SigLIP2 example errors and the other is about `TextClassificationPipeline` documentation drift; different APIs and failures." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal/VL internals, but one is a broken assistant mask computation and the other is a rope/position-id scaling bug; different code paths and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video processor lookup vs Gemma4 device placement are unrelated bugs in different subsystems." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "One is a torch 2.9 flex-attention compilation failure; the other is a dependency/backend install issue for TensorFlow/tensorboard." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and a bumped PEFT minimum version are different release/dependency issues, not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository `tokenizer.json` and Mistral regex patch crashes are distinct tokenizer-loading problems." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer serialization writes the wrong class name; the other issue is loading behavior ignoring `tokenizer.json`." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading failures; no evidence they share a concrete code path." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug vs generic dependency issue with transformers are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config objects and different missing-default/attribute problems." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A vague data request is not the same as a behavior-change bug in `AttentionInterface.register`." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash and `list_repo_files` revision forwarding are unrelated API bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch Gemma4-ish serialization/resizing concerns, but one is tied-weight serialization and the other is embedding resize propagation; different failures." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs `init_empty_weights` argument mismatch are completely different issues." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and OCR index error on Kosmos2.5 are different model-specific bugs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save-pretrained file omission is unrelated to Gemma-4 zero3 loading." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files and slower filtering after a version upgrade are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are not the same concrete bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Stale auto-mapping references and leftover dummy classes are separate repository-maintenance issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a duplicate optimizer step; too little to treat as the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "A missing config epsilon in MLA layernorm and a `torch.split` return-value issue are different model internals." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions in model/tokenizer outputs, but they affect different models and likely different code paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error is not the same as a Gemma4 device-mismatch forward bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow in a Torch-only install and Python version incompatibility are distinct packaging/release problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "One is stale docs wording, the other is a runtime correctness failure for SigLIP2 model/pipeline outputs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both concern attention kernels, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch 2.9; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer auto-loading regression and ESM2 model breakage are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:36246|issue:42757", + "issue:44336|issue:44485", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:44336|issue:46424", + "issue:44295|issue:44749" + ], + "prepared_review_unit_hash": "ae1a2c7fdbe958f6cb40f0bdfe7d401b72078740e69c300bbc6611cf35fb7ba3", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36966, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a recurring Qwen3-MoE / HF5.x regression theme. The Qwen3 pair (42491, 43299) is related at a high level, but the available evidence does not prove the same concrete bug or a single fixable scope, so it should not be merged as a duplicate from titles alone.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43299 is the best canonical anchor because it is narrower and explicitly version-bound to 5.0.0.dev0. Issue 42491 is related in theme, but its title alone suggests a different failure context (LoRA model trained on hf4.x vs current hf5.x), so the duplicate claim is not strong enough.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43299 is the strongest standalone issue in the cluster: it states a specific regression, a concrete affected model family, and a clear version boundary. It is better suited than 42491 for representing the cluster because it is more precise and actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different bug classes and model paths: chunked-prefill cache handling vs CLIP vision hidden_states output." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention chat-template behavior, but one is audio sampling-rate defaults and the other is multimodal assistant masks." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config save/load mismatch is unrelated to the Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import error and Python version compatibility are different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems with no shared concrete code-path defect." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and incomplete AutoConfig fields from trust_remote_code are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Qwen3.5 chat crash." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers differs from the TensorFlow backend warning/undefined backend issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import is not the same as a Python version support regression." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are unrelated defects." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and Gemma-4 zero3 loading are different problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI formatting in loading_report is unrelated to the wrong position_ids docstring." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to the stale num_return_sequences warning." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness is unrelated to the eos_token_id configuration inconsistency." + }, + { + "left": "issue:44242", + "right": "issue:44496", + "accept": false, + "reason": "Missing load-balancing loss and missing model_type on config are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "The titles suggest a related Qwen3-MoE / HF5.x regression theme, but they do not establish the same concrete bug or a single fixable PR scope." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline misrouting to image processors is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different subsystems." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import timing issues do not match the Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures affecting different packages and symbols." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different code paths." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation crash and max_cache_length semantics are related only at a broad cache level, not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and resize_token_embeddings affecting output embeddings are different problems." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI loading-report output and cache-length configuration are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access bug is unrelated to the post-upgrade performance regression." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but the accepted soft edge between issue:42491 and issue:43299 is too assertive for the packet evidence. The titles suggest a related Qwen3-MoE / HF5.x regression theme, but they do not clearly show the same concrete bug or a single fixable PR scope: one is about a LoRA model trained on hf4.x not working on hf5.x, the other about Qwen3VL MoE model loading on 5.0.0.dev0. Please downgrade that verdict to something more tentative or reject it unless the issue bodies confirm the same root cause." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44561", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46431" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:43475|issue:46369", + "issue:36246|issue:43596", + "issue:46291|issue:46399", + "issue:45859|issue:46399", + "issue:43901|issue:45003", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "issue:45412|issue:46123", + "issue:45375|issue:45759", + "issue:45685|issue:46431", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:42886|issue:45229", + "issue:44483|issue:46202" + ], + "prepared_review_unit_hash": "2cda17d914a17ef21bd66263fc95b1ae0ad42ef30753fd8c340e8c2e7b6c1735", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues with only a few loose topical similarities. I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44479 is the broadest, most substantial user-facing regression in the set and the best anchor if one issue must represent the cluster; the others are mostly distinct model/config/runtime problems rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 has the widest scope and impact among the listed issues, making it the most suitable representative issue overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failure modes: load-balancing loss omission vs AMP/CUDA crash." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3, but one is a missing attribute in video vision output and the other is a memory overflow in sam3-litetext; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing Qwen image processor is unrelated to DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "One is a kernels dependency/version import failure; the other is a Qwen3.5 kernel registration crash. Different code paths." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility in rotary embedding and the other is a kernel registration decorator error." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for text classification pipeline is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache handling in chunked prefill is a different problem from trust_remote_code breakage after removing is_torch_fx_available." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a concrete model unsupported-path error and the other is too generic to be the same underlying fix." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading is unrelated to sys.modules access behavior." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque index error; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor chat-template sampling-rate bug is unrelated to import-time slowness." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resizing bug in embeddings is not the same as a tokenization regression across versions." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Trust_remote_code breakage from removed API is unrelated to the Qwen3.5 kernel registration crash." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on deletion and partial-batch result dropping are different pipeline/model bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is strict-field dropping and the other is text_config unwrapping in from_config; not the same change." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MOE MPS histogram failure and missing chat template are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config handling, but they affect different models and different manifestations: load failure vs silently dropped field." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model on v5.1.0 and tokenizer decode error masking are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "lm_head serialization inconsistency is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained and optimizer.step being called twice are different DeepSpeed issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque exhaustion and stale auto_mappings references are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A Qwen video-input regression is unrelated to the Windows/ROCm torch.distributed import error." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but SAM3 missing attribute and Qwen3OmniMoe video ValueError are different model-specific failures." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration and ESM2 model breakage are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading failure is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions request rejection and Gemma pipeline roundtrip on \u2581 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": 21, + "review_unit_index": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "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:44977", + "issue:44995", + "issue:45092", + "issue:45230", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44869|issue:45356", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "c71d3b41dff8ab2475fa5ca6abe45419801b227d7f85848204bb1ec6f6372b6a", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly superficial lexical overlap across unrelated bug reports; none of the soft pairs look like the same concrete underlying fix or regression.", + "confidence": 0.89, + "canonical_issue_reason": "43646 is the broadest regression report here and the best umbrella anchor for the cluster; it captures a general Transformers 5.0 model-initialization breakage rather than a single model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most generally framed and potentially reusable issue in this set, so it is the strongest cluster representative despite the lack of true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different bugs: tied-weights warning versus optional post_init policy change." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale second-forward cache bug is unrelated to sink-less flash-attention AttributeError." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but warning during fine-tuning is not the generation failure here." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 decoder dummy layer and tracker/model-type warning are different problems." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but the affected code paths and failure modes differ." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile kernel divergence is not the Gemma roundtrip tokenizer failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Config-loading strictness and Windows ROCm import dependency failure are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length contract bug and LlamaConfig head_dim validation are distinct." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is separate from the Qwen3.5 warning issue." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription bug is unrelated to the ROCm/torch.distributed import error." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compilation/cache behavior, but the concrete failures are different." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy module and partial-batch dropping in MaskGenerationPipeline are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch and processor save missing files are different serialization bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and major preprocessing slowdown do not share the same root cause." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omissions and double optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Slow filtering after upgrade is not the same as optimizer stepping twice." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different bugs." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the data-filtering slowdown report." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model initialization breakage and ESM2-specific breakage are not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus differs from chunked-prefill cache missing." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic placeholder report is not the same as the Gemma-4 ZeRO3 from_pretrained bug." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is separate from GGUF loading failure in v5." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained file loss are different failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 output attribute is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different video-position failures." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch ImportError and Sentence Transformers hanging on load are not the same problem." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they point to different missing symbols 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": 21, + "review_unit_index": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:42673|issue:43704", + "issue:43873|issue:44945", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43526|issue:45561", + "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310" + ], + "prepared_review_unit_hash": "8422491bb5adafe405c0a6a58d6def3d64cd9df981f27a484ebb7e4639cdd26f", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36911, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only strong duplicate is the Qwen3ForCausalLM VRAM leak pair, supported by identical titles and overlapping bug descriptions; the rest look like separate issues in different subsystems.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue for the Qwen3ForCausalLM VRAM leak report: it is earlier and has more discussion/detail, and issue:43704 appears to be the same bug reported again with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest standalone issue here because it is the earlier, more detailed report of the duplicated Qwen3ForCausalLM VRAM leak, with issue:43704 as a later repeat report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5/MoE area, but the concrete failures differ: missing config field in vision config vs a from_pretrained loading error." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both touch Gemma-related code, but one is a processor attribute crash and the other is a tokenizer roundtrip bug; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated bugs: quantized model saving failure vs a missing pad_token_id attribute on Llama4Config." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer issues: AutoTokenizer loading in v5 vs continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different subsystems and failures: sentence-transformers import NameError vs Qwen3.5 rotary kernel registration crash." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but different bugs: from_pretrained error vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different problems: Mistral tokenizer patch crash vs auto_docstring crash with future annotations." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug report: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime issues: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different code paths: Phi-4 multimodal model loading vs a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely unrelated missing exports." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and models: pipeline-parallel output corruption vs a Qwen3_5 image-driven infinite loop." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen3.5/MoE/FP8 theme, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to importing Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different issues: Gemma4 attention mask construction vs pipeline batch-finalization logic." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen model family, but not the same failure: Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import failures for different APIs: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-state update bug is unrelated to a Janus image generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8-related bugs: accuracy regression vs model saving failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend packaging issue is unrelated to leftover dummy classes and repo-check failures." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model loading error is unrelated to a pytest-xdist file race." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained-load legacy-field bug is unrelated to the captured_info.txt xdist race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package backend omission vs non-existent image_utils import; different issues." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to xdist file contention." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility problem is unrelated to image_utils import exposure." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-behavior regressions, but one is cleanup-space handling and the other is special-token insertion; different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask discrepancy is unrelated to MoE load-balancing loss omission." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to the DeepSpeed deque IndexError." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: Sentence Transformers loading hang vs output embedding reinitialization after resizing embeddings." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained errors." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster read is mostly conservative, and the 42673/43704 duplicate call is well supported by the identical titles plus the large discussion/body-size gap. However, the canonical/best-issue rationale overstates the evidence by calling 42673 a \"clear, reproducible bug report\"\u2014that reproducibility is not visible in the packet. Keep the duplicate claim, but avoid unsupported confidence markers unless they are grounded in the provided data." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431" + ], + "soft_pairs": [ + "issue:30333|issue:33290", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44016|issue:46231", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:44933|issue:45712", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:46209|issue:46431", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:43479|issue:43644", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209" + ], + "prepared_review_unit_hash": "5c8c0e9bc238f936f764bdb84514161b965816007b44ab22eef03ca13e64f203", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37082, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a semantic false positive: it mixes unrelated issues across tokenization, multimodal configs, model loading, training, save_pretrained, and docs. No soft edge looks like the same underlying bug/change, so there is no clear canonical duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster spans distinct code paths and model families rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative; picking one would conflate separate regressions and unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different failures: MLflow reporting on failed training vs OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated areas: multimodal config initialization vs Whisper word-timestamp decode crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs on different models: broken VitPose loaders vs Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but on different behaviors and models; not the same concrete code-path bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug vs ModelOutput key assignment bug; no shared underlying change." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both import-related, but one is sentence-transformers missing nn and the other is a missing Qwen class export." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs add_special_tokens/BOS-EOS behavior change; different symptoms and fixes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and APIs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash vs auto-docstring crash from future annotations; unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal problems: missing image-patch method vs remote-code meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but model-specific codec/regex issues are distinct." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration/read issue vs optimizer stepping twice under DeepSpeed; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer behavior bug vs a docs mismatch for set_training; not duplicates." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenization v5 regression vs model output regression on Pegasus; different affected components." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan for Qwen3.5 MoE; different defects." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained bug vs tokenizer_class metadata mismatch; separate save/pretrained paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Version pin bump issue vs leftover dummy classes in dummy_pt_objects.py; unrelated maintenance problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs DeepSpeed optimizer double-step; no common code path." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils vs dummy class cleanup; different namespace/export issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support question for XLM-Roberta vs MLflow reporting on failed training." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training/MLflow failure vs Llama 3.2 vision model-loading breakage; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both save_pretrained-related, but FP8 moe state vs processor file persistence are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression vs AttentionInterface.register behavior change; not the same issue." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; different subsystems and symptoms." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "B200 FP8 inference failure vs missing chat template in processor; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job reporting bug vs CustomTrainer.compute_loss signature breakage; different training-layer issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting vs embedding resize/post_init reinitialization bug; no shared underlying defect." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config init vs non-persistent buffer junk-fill in v5; different object-construction problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; both import errors but unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; no common code path." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; different failures." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior regression across versions vs FP8 inference failure on B200; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44734|issue:46421", + "issue:44295|issue:44623", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:44373|issue:44485", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:44038", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "cb7dea1d0fddad1ab40675001b6e442b57a7c60a61eb7627ec13f62dba7f6236", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35850, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-edge candidates are mostly false positives: they share broad themes like v5 regressions, loading/import errors, or cache/model issues, but not the same concrete bug or code path. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: SAM3 video attribute error vs MoonshineStreaming sliding-window off-by-one." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols in different code paths/packages." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation quality issue; not the same bug." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Generic PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; different scope and root cause." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision position_ids bug vs streaming mask off-by-one in another model." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported feature extractor arg crash vs auto-docstring crash from future annotations; unrelated code paths." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update bug after sync_gpus vs cache length configuration behavior; different mechanisms." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs lazy cache init causing recompilation; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a buffered position_ids error vs processor.save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value bug in one model component vs remote-code/meta-init incompatibility in another." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs discussion about max_shard_size default; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug vs long OCR index error; different code paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading script issue vs LlamaConfig head_dim rejection." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo for position_ids vs GLM-5 RoPE implementation bug; not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure vs eos_token_id configuration mismatch." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading in v5, but they appear to be model-specific failures with different symptoms/root causes." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling issue vs Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same component family, but one is about torch.split results and the other about a missing ReLU; different underlying bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs zero-probabilities output on a SigLIP model." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs sinq quantized model save/load breakage; different quantization paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 remote-code/meta-init incompatibility vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs sliding-window mask off-by-one." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue vs remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs NaNs from checkout+init; similar symptom class but different causes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing imports, but for different APIs/models and different failure modes." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model type warning for sam3_video/sam3_tracker vs SAM3 text encoder weights not loading." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; no shared concrete code path." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Implementation bug in DSA indexer vs docstring issue for position_ids." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43761", + "issue:43784", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46326", + "issue:46369" + ], + "soft_pairs": [ + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:43761|issue:46082", + "issue:22355|issue:27957", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:42886|issue:42994", + "issue:44368|issue:46305", + "issue:42831|issue:45753", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:43122|issue:44521", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:43122|issue:46326", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "e3d0f3d95493f286f0723b2827a0a475df568d75fe26f789dc2143e94bc9b5e3", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of unrelated transformer issues; the soft pairs are thematically similar in a few places (tokenizers, imports, version regressions) but do not look like the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 43122 is the clearest concrete regression report among the set: it describes a specific tokenizer behavior change across versions with a reproducible symptom, making it the best representative of the tokenizer-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 has the strongest standalone bug signal and the cleanest versioned repro, so it is the most suitable anchor issue for this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: multimodal config defaults vs GPTNeoX rotary_pct reloading." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenization, but one is offset_mapping and the other is add_special_tokens/BOS-EOS behavior." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated code paths: CLIP vision hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing module import error vs XLM-R Flash Attention 2 support/problem." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import failure vs broad import errors after upgrading Transformers." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention/model support issue vs Sentence-Transformers loading hang." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different symptoms: missing transformers.onnx module vs extra space after added token." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading vs quantized model saving failure." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Warning about tie_word_embeddings vs an off-by-one sliding-window mask bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy issue vs Qwen image infinite loop; different failures." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning on sam3_* configs vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command vs import NameError in sentence-transformers." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer vs tokenizer_class mismatch on save." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile SDPA failure vs AttentionInterface.register behavior change." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs torch.split return-value issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer configuration bug vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang for sentence-transformers vs Mac bus error on a community CLIP model." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs a docstring typo." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models vs incorrect pipeline-parallel output behavior." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output changes across versions vs multimodal assistant_mask generation." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps precision issue vs wrong docstring." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "AutoImageProcessor import error vs broad import failures after upgrade." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Versioned tokenization regression vs continue_final_message bug in mistral_common tokenizers." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping vs failing to load a specific model; different symptoms." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type mismatch warning vs memory overflow; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:43122|issue:44514", + "issue:43408|issue:43475", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "815e78445beccca54e7419327fdde6d67de0864a383ab1e44d90b79ede3d8d54", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35763, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the issues span unrelated import errors, tokenizer regressions, model-specific bugs, packaging problems, and training/runtime failures. No soft edge looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set; the items are heterogeneous and do not share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate: none of the issues is a clear representative of a common duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different import-time failures: sentence-transformers nn NameError vs stale auto_mappings Sam3LiteText references." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save-pretrained/dequantized model saving bug vs GLM-5 generation config validation error." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility failure vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug vs chat template crash on tool-call assistant messages." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save/dequantization issue vs inability to load Phi-4 multimodal model." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug vs multimodal assistant_mask all-zero bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs tokenizer.save_pretrained class mismatch." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer architecture discussion vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation for Qwen3.5 vs training degeneration with flash_attention_3." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer/read regression." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior change across versions vs batched processor chat-template crash." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs missing fpn_position_embeddings on Sam3VisionEncoderOutput." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "General tokenization inconsistency vs Deepseek-specific incorrect tokenization in v5." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model save failure vs gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs FP8 save_pretrained issue for MoE models." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5-Moe from_pretrained error on newer transformers." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different modules: is_offline_mode vs HybridCache." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script multi-label classification output bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate vs pipeline parallelism producing wrong LLM output." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Pip backend extra dependency problem vs Python 3.14 loading failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 JAX/HF implementation discrepancy vs Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in Transformers v5 vs Deepseek tokenizer regression." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure vs LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight in UMT5Encoder vs cached_file kwargs forwarding bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs dtype mismatch in CI inference for other models." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Missing layer_type_validation import vs broad import errors after version upgrade." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config invalidity vs GLM-5 RoPE implementation discussion; related model family but different concrete failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:44355|issue:46231", + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44038|issue:45478", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:42673|issue:43906", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "4a5758481649506a2cec142260b325e8a4e6b381c59a0942b23e16ce4b2d7a7d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35637, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes tokenizer regressions, model-specific loading/generation bugs, training/runtime issues, and documentation problems. I do not see any pull requests in the set, and none of the soft-linked pairs look like safe duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 33453 is the broadest and earliest tokenizer-loading regression report, so it is the best single representative for the small tokenizer-related subset of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33453 has the most generic problem statement and best matches the cluster's recurring tokenizer-regression theme, even though many other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Different problem domains: compiled Python-file errors vs a documentation parameter-name mismatch." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading failure with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing GLM46V image-processor method are unrelated issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose breakage and Ministral flash-attention failure are different model-specific regressions." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 Moe loading, but they target different model variants and likely different failures." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after train are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version incompatibility is unrelated to an AuxRequest import version-check bug in flex_attention." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label example-script bug is unrelated to a pipeline() error-message/documentation issue." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 Moe from_pretrained loading are different issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to the flex_attention version check." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP/PEFT is unrelated to missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping correctness are different concrete failures." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different models and different incorrect outputs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None and flash_attention crashing on s_aux=None are unrelated code paths." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as Gemma4 bidirectional-mask construction." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leakage in dataloader threads is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape bug and missing torchvision crash are different failures." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing cache in generation and a numpy-list conversion slowdown are unrelated performance/correctness issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is not the same as NaNs after checkout/init." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "An unreleased PEFT version bump is unrelated to a flex_attention import/version check." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained errors are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output changes across versions are unrelated to a noisy logging message." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and a Mistral regex patch crash are different tokenizer-loading failures." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file errors do not match a documentation typo in set_training()." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe and Qwen3.5 Moe errors are different model families despite similar wording." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:42222|issue:46178", + "issue:44829|issue:45216", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "2b07ee29982bed7f75aee84c2a6803ea85ea3b7ad80d07e018295c6c8c924299", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35951, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issues. Only the tokenizer-v5 pair looks like the same underlying regression; the rest are too broad or point to different code paths.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43066 is the clearest root-cause style report for the accepted tokenizer regression: it names the v5 tokenizer decoder mismatch directly, whereas issue:43122 describes a user-visible symptom of changed tokenization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the best representative issue because it is specific, technical, and likely captures the underlying cause of the tokenizer behavior change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both involve testing utilities, but one is a small bug and the other is a pytest-xdist race in captured_info.txt; not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different modules." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing-utils bug and a SequenceFeatureExtractor padding performance issue are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage and tensorflow_text backend mapping errors are different problems." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a flash-attention training regression, the other is a Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Not the same bug; one is a 3d_parallel.py runtime failure, the other is a testing utility bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen chat crashes and a feature-extractor padding optimization are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3 and a MobileLLM load key error are different issues." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both touch tokenization, but one is wrong offset mappings and the other is runtime post-processor updates for special tokens." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leakage in multithreaded loading and an Apple Silicon TypeError in allocator warmup are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warnings and VRAM leakage in dataloader threads are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior warnings and MLA layernorm epsilon precision errors are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A shard-size question and a Qwen3.5 MoE from_pretrained error do not describe the same defect." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and an fbank feature extraction issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both concern model loading, but one is invalid GenerationConfig and the other is missing model_type; not the same underlying bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from image_utils and a broad multi-import regression after upgrade are not clearly the same issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression: decoder/type behavior changed and tokenization output differs for the same tokenizer." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorFlow backend detection from tensorboard-only installs are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API warning and FineGrainedFP8 accuracy problems are different issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family load failures: missing projections in qwen3next versus Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and deepspeed double-step behavior are separate optimizer bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "A generic /v1/chat/completions incompatibility and a model-specific streaming failure are not the same problem." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and VitPose model breakage are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is a removed config attribute, the other is unexpected key warnings with position ids; too different to be duplicates." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a warning during compile and the other is incorrect float32 loading state." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache behavior in v5.0.0 and a testing-utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor and PreTrainedConfig type-checking regressions are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue and a RoPE implementation discussion are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted tokenizer pair is well supported by the titles, and the rejected soft-edge pairs are generally justified by clear topic differences rather than speculative duplication claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + 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false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the cluster is a broad mix of unrelated issues (imports, config regressions, model-specific loading bugs, FlashAttention problems, and test failures).", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43097 is the clearest concrete regression report with a specific failure mode, version context, and detailed reproduction; the rest of the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the strongest standalone issue to anchor the cluster because it describes a reproducible runtime failure rather than a vague symptom or cosmetic problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different models and failure modes: image-patch counting vs a normalization epsilon precision issue." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated regressions: config type checking versus a TensorFlow backend import/runtime error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different model-specific support issues with different code paths." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs in different models: DSA indexer tensor-split behavior versus a DeepSeek-V4 dtype/transpose issue." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "One is about a missing ReLU in the DSA indexer; the other is a DeepSeek-V4 tensor transform bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family loading issues, but one is a weight-shape mismatch and the other is missing projections in layer 0." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Completely different problems: shard-size defaults versus a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is a model compatibility failure and the other is a training degeneration bug on flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Related model family, but distinct failures: one is a shape mismatch, the other a v5/Qwen3-VL-Moe loading breakage." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption is unrelated to gguf_file pretraining/model-loading breakage." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and config type checking are unrelated code paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems: unsafe sys.modules access in modeling_utils versus a small testing_utils bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import failure in image_utils and a documentation/parameter-name mismatch are not the same issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and models: Qwen3_5 infinite loop versus SAM3 LiteText memory overflow." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked-prefill behavior is unrelated to mask pipeline final-batch handling." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a specific model load failure are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related failures in different components: image processor method missing versus DSA indexer split behavior." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor dependency handling is unrelated to max_shard_size behavior." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence is a broad implementation mismatch, not the same as the DeepSeek-V4 comb transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a testing helper bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video loading and a mistral_common ReasoningEffort import error are distinct failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "LayerNorm epsilon precision drift and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A distributed-training optimizer-state bug is not the same as quantization save/load corruption." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they reference different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and Liger Kernel not applied with model_init are separate training-path issues." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline-mode API requests and a missing embed_tokens weight are unrelated loading bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig are different config/model issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family regressions, but they describe different failures and different affected model classes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed and a noisy logging message are not duplicates." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and tokenizer-mapping None handling are distinct bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they are different missing symbols from different parts of transformers." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Distributed optimizer-state corruption and quantization offloading issues are different problems, even if both involve training/loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43824|issue:43986", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:45600|issue:46298" + ], + "prepared_review_unit_hash": "2a8ab0da914bb7c59138dda4146470745082e2c7f35c5066e4447a0eeab324ab", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 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"right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging is unrelated to saving Pipeline objects with save_pretrained." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same failure as Bamba SDPA compile breakage." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy pt object cleanup/check_repo failures are unrelated to a noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models is a different persistence path than saving pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning is unrelated to the tie_word_embeddings config warning in v5." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and 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conflict." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backend selection is unrelated to AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug is unrelated to the zero-loss classification issue." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Qwen2_5_VLProcessor batched chat template crashes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are different model/runtime issues." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Missing TensorFlow in a torch install extra is unrelated to the Trainer import problem." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior do not share a concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning during compile is unrelated to compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to bfloat16 compilation warnings." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration are separate import regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "layer_type_validation import failure and local_files_only still making API requests are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Removed Sam3LiteText dummy config references are unrelated to a noisy logging message." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": 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No single issue cleanly represents the whole cluster, so all soft links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a strong cluster representative; the reports span unrelated code paths. If forced, 45278 is the broadest umbrella, but it is still too generic to serve as a reliable canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen3-VL/Qwen3.5-related, but one is a loading regression and the other is FP8 inference on B200; different failure modes and likely different fixes." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Saving/loading custom modules is unrelated to the deepseek-v4 dtype/transpose bug; same broad area, different code path." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention behavior, but one is missing CLIP attentions and the other is GPT2 attention scaling ignored under SDPA/FlashAttention; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same model family, but one is CLIP attentions not assigned and the other is hidden_states not returned; separate output regressions." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat flows, but one is /v1/chat/completions request validation and the other is apply_chat_template crashing on tool-call messages; different layers." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading-related, but one is a Qwen3VL-Moe compatibility issue and the other is a generic state_dict ordering problem; not the same underlying defect." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A config propagation bug for Qwen3.5 has nothing to do with importing Trainer being affected by datasets installation." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type and FP8 inference failure on B200 are unrelated bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but they hit different objects and fields in unrelated model code paths." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different serialization bugs with different targets." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is about Smollm3 layer behavior and the other is a GLM-5 implementation discussion; not the same concrete change." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to saving Pipeline objects." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is causal-vs-bidirectional attention masks; distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different dependencies." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support for NemotronHForCausalLM and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression and Pipeline save_pretrained failure are different code paths." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config/model issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are save/load regressions, but one is state_dict ordering and the other is Qwen3.5 checkpoint saving; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility problems, but for different versions and different failure causes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "A Flash Attention support issue and a D-FINE auxiliary-loss bug are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention masks and LlamaConfig head_dim validation are separate config/architecture issues." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute reports, but they affect different model configs and fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions not being assigned and Qwen3.5 save_pretrained corruption are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config fields, but they are different models, different attributes, and different behaviors." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained/loading problems, but they affect different model families with different symptoms." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decorator issue for cache updates is unrelated to broad import errors after upgrading versions." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import blocked by datasets are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/compile-time failures, but one is about running compiled Python files and the other is a Python 3.13 IndentationError from a script decorator/comment parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic load-model state_dict ordering and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A generic loading bug is unrelated to a Qwen3.5MoeVisionConfig field being dropped by strict serialization." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-compatibility problems, but one is Python 3.14 load failure and the other is PretrainedConfig type-checking breakage in v5.4.0; different root causes." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A Gemma3 config attribute bug is unrelated to the FSDP2 optimizer-state issue in Trainer.train()." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296" + ], + "prepared_review_unit_hash": "4b34442cc900b3735cca43b833fb2e1dbd346f9cac99b1ef7425d9f4d700d21c", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37370, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated transformer issues. The only strong duplicate-like pair is the import-time slowdown reports (#41669 and #44246); the rest overlap only at a broad subsystem level and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "#41669 is the more concrete and earlier report for the import slowdown, with a specific suspected cause ('import *' in models) that can anchor the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#41669 is the best representative issue because it names a likely root cause, is actionable, and also matches the broader user-facing symptom in #44246.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying problem: slow `import transformers` / import-time bloat. #41669 gives the concrete cause; #44246 is the user symptom report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are flaky tests, but they describe different failure mechanisms: missing `set_seed()` vs xdist race on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`@torch.no_grad` on cache/layer updates is a narrow generation bug; the other is a broad complaint that many models break." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model-loading failures on different model families and different missing keys; not the same code-path bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization/loading, but one is a sorted-state_dict load issue and the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Completely unrelated: generation/cache mutation vs Python version compatibility." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM on loading a specific model." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different models and failures: missing attentions output vs an invalid optional `post_init` for patchtsmixer." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Unrelated import errors: missing PyTorch for AutoModel vs tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is about attentions not being assigned and the other is a structure mismatch in CLIP text models." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No shared bug: CLIP attentions regression vs an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different topics entirely: DSA indexer activation choice vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One is offline-loading behavior (`local_files_only` ignored); the other is an `AddedToken` argument conflict." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated model/test areas: SamHQ integration flakiness vs Phi-4 multimodal loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test issues, but they affect different models and different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: seed-related test instability vs stale auto-mapping references in CI." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading in v5 and the other is checkpoint reload after upgrading from v4.57; not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different failure modes: int4 quantization memory growth vs model reload incompatibility after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Same broad Qwen/MoE area, but save_pretrained on FP8 and missing `_tp_plan` for tensor parallelism are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated: generation/update no_grad concern vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both are v5 API regressions, but they affect different commands/APIs and are not the same underlying bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different top-level import failures for different symbols; no evidence they share one root cause." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated issues: offline download behavior vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained failure; too little evidence they are the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Completely unrelated: compiled Python file errors vs slower filtering after upgrading transformers." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different problems: MLflow reporting on failed jobs vs tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different schema/config problems: missing tensor-parallel plan vs a missing vision-config field dropped by strict parsing." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation internals, but one is about `no_grad` on cache updates and the other about `_update_model_kwargs_for_generation` after `sync_gpus`." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "No common bug: local offline loading vs FP8 MoE save_pretrained behavior." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Unrelated: Sentence Transformers loading hang vs documentation confusion about forward inputs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention loading/version issues, but they involve different model families and different failure points." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only` being ignored is unrelated to the placeholder 'racoon' issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different multimodal/FP8 accuracy topics and different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "No relation between MLflow failure reporting and tensor-parallel training bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (#41669/#44246) is well supported by the issue titles and relation, and the remaining soft-edge rejections avoid overclaiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:41669|issue:43673", + "issue:43572|issue:45850", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "cb637c600195908565a265cf33c8da2061f731389b0f0c66e250428a52ea5d98", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37283, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly not duplicates; they span unrelated regressions across imports, model loading, docs, tokenizers, tensor parallelism, and model-specific bugs. The only clear commonality is broad Transformers v5 breakage, which is too coarse to merge as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models'), so it is the closest representative of the overall v5-regression cluster, though it is too generic to be a strong duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 best captures the overall theme across the set: broad post-v5 compatibility regressions. It is the most cluster-central issue, even if it is not a precise bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Both are compatibility regressions, but one is about compiled Python files and the other is a PretrainedConfig type-checking failure; different code paths and fixes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation mentioning pipeline() and a random 'racoon' issue are unrelated; no shared bug or change." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and Pipeline.save_pretrained problems are different runtime behaviors with different fixes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different failure points." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and the DSA indexer/ReLU discussion are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and tokenizer loading regression are different problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Top-level huggingface_hub import error and the transformers env command bug are different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken env command and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Confusing forward docs and missing layer_type_validation import are different concerns." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder title, the other is a Gemma-4 audio positional-encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols; without stronger evidence they are not the same underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "One is about save_pretrained for FP8 MoE, the other about FP8 inference support; related area but different concrete failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated 'racoon' issue do not match." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is about kwargs propagation and the other about using the attention interface; different code-path problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline documentation about return_all_scores are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init and FP8 inference on B200 are separate feature/bug areas." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in processor.save_pretrained and a generic bug report are not enough to establish duplication." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5-35B chat crash is a specific model issue, while 45850 is a broad v5 complaint." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion script question are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen MoE, but one is a broad transformers-v5 bug report and the other is a tensor-parallel _tp_plan omission." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are different internals and different failures." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility after v5 upgrades are distinct regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3_5 vision behavior, but one is bounding-box output hallucination and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 regression umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload after v5.2/v5.3 and remote-code model incompatibility with meta init are separate compatibility problems." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and chunked_prefill cache missing are not the same code-path problem." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific model-config bug, not the generic v5 complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the broad 'many models break' report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "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:45071", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468" + ], + "prepared_review_unit_hash": "ee9ab40aa423f6c105bf01e61ded34ad0e55b6b4c9bccae83902a80500bf76a5", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40480, + "estimated_input_tokens": 10120, + "estimated_eval_tokens": 20496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. A few items share broad themes like loading/import regressions or API breakage, but none of the soft pairs look like the same concrete bug/change closely enough to merge.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45278 is the most representative broad regression report in the set: it describes widespread import/load breakage after upgrading Transformers, which best matches the cluster\u2019s general theme better than the narrower or more specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is concrete, version-specific, and captures the broadest user-facing failure mode among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad complaints about version breakage, but they do not describe the same concrete failure path or a single fixable bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "One is about import * performance overhead, the other about a missing import/module error for a specific model; different problems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warnings and Liger kernel application in model_init are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "A tokenizer save_pretrained metadata mismatch is not the same as an unspecified generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer read error is not the same as an unspecified generic bug report." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import taking long sometimes and lazy loading not working properly are related only at a very broad performance level, not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron and Qwen3-VL 2D bbox output errors are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type-checking breakage are different issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Both touch import behavior, but one is an import-time performance regression and the other is an import/export availability problem for a specific symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance overhead and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Both mention broad version breakage, but they do not point to the same underlying defect." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL / Qwen3.5-MoE failures with different code paths and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support issues and a specific missing model import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init support and tied-weight key handling are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation references to pipeline and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward and tokenizer loading regression are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application with model_init and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are not the same underlying bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not establish the same concrete from_pretrained regression for Qwen3.5 MoE." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied weight key handling are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and a specific import failure for Qwen3_5ForCausalLM are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a weight-conversion/transposition issue are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time overhead from import * and VRAM leakage in dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and a model-loading regression for Llama 3.2 Vision are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and confusing forward documentation are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific math/positioning issues, but they concern different architectures and code paths." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a deepseek-v4 weight conversion question are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic version breakage and a specific module import failure are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and timestamp calculation are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A torch.split return-value issue and Gemma-4 audio positional encoding are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44938|issue:44998", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "6e35a566724d614422a5c0c0775a014d1f2f33338656e2f6ac70a0bd90a63eff", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862669, + "estimated_input_tokens": 215668, + "estimated_eval_tokens": 431592 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 31, + "serialized_chars": 28698, + "estimated_input_tokens": 7175, + "estimated_eval_tokens": 14606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic bucket of unrelated Transformers issues, many around v5 regressions, tokenizer/config/import errors, and a few model-specific bugs. I do not see any soft-edge pair that is the same underlying bug/change, so no duplicate merge is warranted.", + "confidence": 0.18, + "canonical_issue_reason": "No single issue clearly represents a duplicate set. If forced to pick an umbrella, issue 45850 is the broadest v5-regression summary, but it is too vague to be a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the closest thing to a cluster umbrella because it broadly describes multiple breakages after 5.0, but it is still too generic and not a concrete bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different failures: MLA layernorm epsilon precision issue vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different code paths." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to Qwen3_5 import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer/v5, but one is a broad behavior change and the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is not the same as the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "One is unrelated noise; the other is a broad v5 breakage complaint, not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure is unrelated to the other issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as the tied-weights AttributeError." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an import error are distinct problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen support request and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bug are different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5, but one is FP8 support and the other is a from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression and slow checkpoint loading are not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and Qwen FP8 support are unrelated feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type-hint issue is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Missing ignore_value usage and kwargs not forwarded to loss are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and attention-interface implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No shared concrete code path; these concern different models and subsystems." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value handling and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correctness and a typo in a different conversion path are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm-vs-RMS-norm question is unrelated to ModernBERT type hints." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value regression is unrelated to ModernBERT norm_eps typing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "54197fcb28536a2fd1ffcb9cf3a0f00b47035485b9600c883a179650c2382d1a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "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 a truncation direction option, one asks for ReduceLROnPlateau-like behavior, and one asks for Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and actionable of the three, but it is not a duplicate of the others; the set does not have a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: tokenizer truncation behavior vs speech model word timestamp offsets. No shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Truncation direction option is unrelated to scheduler functionality. They do not describe the same code-path problem." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like learning-rate scheduling and Wav2Vec2 word offsets are unrelated feature requests with no common fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "384eefda0f14500d1a557266bc1edb60747d80660f515c4532918daf2797d5d6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not appear to be duplicates. One is a tokenization mismatch report, one is a private-model download/auth error-message problem, and one is a generic model-loading failure. They overlap only at a very broad \u201cmodel loading\u201d level.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 16618 is the most broadly representative user-facing model-loading problem in the set, but it is not the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best single representative because it is the most general and likely to attract related reports about model load failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization output differing from TensorFlow code is a different problem from a model-loading failure; they do not describe the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/auth error messaging is distinct from a public-model load failure for bert-base-uncased; same subsystem, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "2efb6e4b5efdb291817269558e43e6149f20e6607770ff3195414d1a7f0bc5e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests in the same broad area but about different capabilities: Flash Attention 2 support vs GGUF support. They are not the same underlying issue and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue for this pair: the titles and contexts point to different community contributions and different target features.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 26350 is slightly more central only because it is older and has more discussion, but it is not a duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features: Flash Attention 2 support and GGUF support are unrelated changes, even though both mention more architectures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "91079937912b4a442a7484065fc7f6b56cde87556d417b128bc89537a9244ecf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern training startup, but they describe different symptoms and likely different root causes. The `resume_from_checkpoint` report is a specific checkpoint/epoch-iterator failure, while the FineWeb SLM report is a broader training-not-starting problem. I would not merge them as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #26413 is the more specific, clearly scoped bug report with an explicit failure message and reproducible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26413 is the best representative because it names the exact error and code path, making it more actionable as a canonical tracking issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "The overlap is only at a broad 'training does not start' level. One is a checkpoint-resume epoch_iterator error; the other is a FineWeb SLM startup issue with no evidence it hits the same code path or is fixed by the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "28c194230aa9d91f1472c416186ad25685a4fa487235ba5712eb98c0a71d5921", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of distinct i18n translation issues in different languages, which should not be merged. Only two tight duplicate sets stand out: the three identical placeholder-title issues, and the exact Thai-title pair.", + "confidence": 0.57, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the clearest concrete, language-specific open request in the cluster; it\u2019s representative of the real translation-task issues even though the cluster is not a single duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request; same i18n theme but not the same language/task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language, so these are separate issues." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Real Turkish request vs generic placeholder title; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation request; distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language/task; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target language; not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder; not a true duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different underlying translation request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific issue vs generic placeholder." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Unrelated translation request vs Thai-text issue; not the same artifact." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Unrelated translation request vs Thai-text issue; not the same artifact." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder title/template and near-identical body indicate the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder issue repeated; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different content; the Thai-text issue is not the same as the placeholder issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different content; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different content and apparent topic; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different content and apparent topic; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different issue text; only superficially similar." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different issue text; not the same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact duplicate Thai title/body pattern; clearly the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three placeholder-title issues form one tight duplicate set, and 46222/46226 are an exact Thai-text duplicate pair. The cross-language pairs are conservatively marked non-duplicates, with no overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "b656045d44cfac2321f770bb9291b9207c60c71681fba6a840cbe08d708ebed6", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated model-request issues that only look similar at the title level (\u201cAdd/Support \u201d). There is no strong duplicate cluster here; the broadest umbrella request is the best representative, but the individual items span different model families and modalities.", + "confidence": 0.61, + "canonical_issue_reason": "issue:42738 is the broadest umbrella item in the set (\u201cBERT-like models with RoPE\u201d), so it best represents the shared naming/theme pattern, though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the most general issue and the closest thing to a cluster representative; it can loosely subsume some BERT-like config additions better than the highly specific model requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families (EuroBert config vs DEIMv2); same request pattern but not the same underlying change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are unrelated architectures/modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different models with no shared concrete code path." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection/vision models, not one fix." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different domains and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model classes and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated architectures/modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-TTS do not look like the same underlying model change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are different model families." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model requests with no common concrete fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like names but refer to distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are not the same code-path problem." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model families." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different architectures/modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a broad theme level, not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are different problem spaces." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but are different speech tasks with different implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are both audio-related but clearly different model requests and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models, not one duplicate fix." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks and implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and code paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are not the same underlying bug/change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related but are distinct model proposals with no evidence of a shared concrete implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "a292a149d4887297cb4c547d4a46543c66eb4ea110fa09f020e0e934cbf10e05", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "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 about adding Pruna as an optimization framework, and the other is a technical refactor for Vision RoPE. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other, but if a single issue must be preferred, the Vision RoPE refactor is the more substantive technical item versus the docs-only request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the stronger standalone tracking issue because it describes an actual code change area and is more likely to anchor related follow-up work than the documentation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and change types: a documentation/optimization-framework addition versus a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "811a10f7b191afff455b699ba4cec8a5deea10905240ea3f1631a6eb391b8709", + "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 are not duplicates: one is about a decoding-mode change, while the other is a request for DeepSeek v3.2 support. They touch different underlying needs and should be triaged separately.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical duplicate relationship: the issues describe different product changes (block decoding vs model support).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43037 is the more concrete, self-contained request, but it should remain separate rather than represent issue:41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: 'Set Block Decoding' is a decoding-behavior change, while 'DeepSeek v3.2 support' is model compatibility/support. They are not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "d0e6d7b9a1b12e074cf8bffb5e8769f0ed34321d58b0400926f95bfa7ac7c709", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer customization, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying code paths and symptoms: `remove_unused_column` controls input pruning/customizability, while the other issue concerns FLOPS counting for custom trainers. Shared Trainer context is too broad to merge them as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "d8f5e80ff4072a0b90fa4d93c5894149a266ace46685b66d0e15bdb5448130bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related in theme (missing AutoModel support for Qwen variants) but not the same underlying issue: one is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other is about AutoModelForSequenceClassification support for Qwen3.5.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader, more central model-registration request and is the better anchor for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best representative because it targets the core AutoModel registration gap rather than a narrow task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different auto classes/tasks: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. Related topic, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "357450b11fc06d6a59b9f4104c82af4871241a0b8135627b86d10c5b8130bbfa", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact same title, \"huggingface\", and are strong duplicate candidates; the \"Fett\" issue looks unrelated from the available metadata. I would cluster the three huggingface issues together and keep the earliest one as canonical.", + "confidence": 0.94, + "canonical_issue_reason": "issue #43845 is the earliest of the three identical \"huggingface\" issues, so it is the best canonical representative of that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the best global issue representative because it is the earliest, most clearly duplicated by the later identical-title issues, and there is no contrary evidence suggesting a different one should anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "The titles are different and the available metadata gives no concrete evidence they describe the same underlying issue; \"Fett\" does not clearly relate to the repeated \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no shared concrete bug description or code-path evidence, only a weak soft-similarity signal." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No evidence that \"Fett\" is the same problem as the \"huggingface\" issues; reject as a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "These have the same title and appear to be the same reported problem; with no other distinguishing evidence, they look like duplicate issues." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no metadata suggesting a different underlying bug; treat as the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no differentiating evidence; these are likely duplicates of the same report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three issues with the same displayed title, and 43835 has only weak soft-similarity without concrete duplicate evidence. The soft-edge accepts are conservative enough given the identical titles and lack of contradictory metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "0bfdd3093b620c21fbe535a394f1cdac934c23d0af73de524ce2f66881ee65be", + "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": "This cluster looks like unrelated low-signal/spam issues rather than true duplicates. There is no concrete evidence of a shared bug or change, so no soft pair should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No issue is a convincing canonical target; the set is mostly spammy or vague noise. If forced, issue 44418 is the least generic title, but it still lacks enough detail to serve as a real canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only item with a somewhat descriptive, non-spam title, so it is the least bad representative for the cluster. It is still not a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just generic '' issues with no concrete shared bug/change to unify." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like titles alone are not enough to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is generic spam, the other is a vague documentation suggestion; no shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "These look unrelated: generic spam versus a specific promotional title." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation enhancement and a spam issue do not appear to be the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond low-quality similarity; not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam titles, but there is no evidence they describe the same real bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam and a specific promotional title are not plausibly the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles point to different spam content; no shared code-path or bug is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "f87fe8892edc49b38649c4bcbf63c8ab5cad2178fb1c11a552e4dd1fd21c5ba1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be duplicate reports of the same energy-efficiency proposal, with nearly identical titles and highly similar bodies. Issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 was opened first and has the stronger reference signal (1 inbound reference vs 0), so it is the better canonical issue for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative: same topic, earlier timestamp, and slightly more established in the graph.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Titles are identical and the bodies are very likely describing the same energy-reduction proposal; this is a clear duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues have identical titles, close created times, and a soft-similarity link, so treating them as duplicates is reasonable. The canonical choice for #45145 is also well supported by the earlier timestamp and inbound reference. The wording stays mostly conservative, with no unsupported PR claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "62ac2214e70ea037e66286e9a4e8388dce4440d741040ea0847d8c028bf6ee62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both involve 4-bit inference, but they describe different failure modes and different root causes: one is a torch.finfo TypeError on uint8 audio-module weights in Gemma4, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules clears the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it states a specific configuration regression, has a clear triggering condition, and is likely to be actionable as a standalone bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the best representative of the cluster because it is the more generally phrased, concrete bug and better captures the underlying BitsAndBytes configuration problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are about 4-bit inference, but the bugs are distinct: #45672 is a Gemma4/audio-module uint8 torch.finfo TypeError, while #45674 is an llm_int8_skip_modules / lm_head exclusion AssertionError. They do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "c21fe77dba2ce9e8ec70e454abfc5b0862a9839a010c5123a12d8c0e90f053d3", + "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": "These are two unrelated closed issues with only name/date titles and no shared context. The soft similarity is just superficial wording overlap, not evidence of the same underlying report.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue: both issues are standalone and lack enough detail to identify a duplicate relationship or a single representative report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles are different personal-name/date strings with no body, links, or shared context; this does not indicate the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "5d1fcf32cbe382b1b3586ba2ea4d5b33e24ddd55461c1ea917ce705c624a589c", + "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 issues are just empty, similarly formatted personal-name/date titles and do not show evidence of describing the same underlying bug or request. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45764 is marginally preferable only because it is the earlier-created placeholder; neither issue has any body or linking evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is the least-bad representative in this tiny cluster, but only by chronology since both issues are content-free.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named subjects and dates, with no body, links, or shared technical context; this does not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "ca28c37e519613de14a759259fbe51d66e5a82ba0c1d69057b7f838d92389092", + "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": "The two issues are unrelated: one requests a new Qwen token-classification model, while the other asks for FP8 training support. No duplicate/merge relationship is apparent.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different topics and code paths: model class addition vs FP8 training support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "3a28a8ffd32a58c186885c670c497f5502ff12e5fb724d2b4287c23b725c1df5", + "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": "The cluster is mixed: it contains two separate exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset-promo issue (45869). There is no single duplicate set across all five items.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue spans the full cluster; it splits into two distinct exact-duplicate pairs (45870/45871 and 45872/45873), while 45869 is a different dataset promotion issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one anchor, 45872 is the strongest representative of its exact-duplicate pair because its title/body are specific and self-contained; however, it does not represent the other duplicate pair or the unrelated dataset post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types and scope: 45869 is a dataset bundle promo, while 45870 is an example issue about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact types and scope: 45869 is a dataset bundle promo, while 45871 is the example prediction issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent body; this looks like an exact duplicate issue pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention finance/time series, but they describe different things: an example prediction issue versus a DataForge + scraping-service topic." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related domain, but not the same concrete issue or change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different issue topics and wording; no evidence they describe the same underlying bug or request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different issue topics and wording; not the same underlying bug or request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparent body; this looks like an exact duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative: the packet supports two high-similarity duplicate pairs (45870/45871 and 45872/45873) and a separate dataset-promo issue (45869). The soft-edge accepts are defensible given the identical titles/body lengths and jaccard=1.0 pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "e19837c0587a10de773ac5861e2b7246a76027ed69b2a4ea72de95f20e5fff1e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they describe different symptoms and likely different code paths: one is an `early_initialization` shape corruption in linear-attention layers, the other is a `KeyError` for `linear_attention` during Qwen3.5 static-cache use. I would not merge them as duplicates on the available evidence.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a concrete mechanism (`early_initialization`) and a broader, likely root-cause failure mode affecting linear-attention layers.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the most useful issue to anchor investigation because it describes the underlying corruption/shape mismatch rather than only the downstream crash symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: both mention static cache and linear-attention, but one is a shape-corruption `RuntimeError` from `early_initialization` while the other is a `KeyError: 'linear_attention'` in Qwen3.5. That is not enough to conclude the same underlying bug or a single fixable code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "77095fc2c508a66fad7cd87677712012f23fafc3b6b50e587b7cb53e21549779", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated open PRs that happen to have weak textual overlap. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches, both addressing the same cross-entropy kwargs support bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best representative of the duplicate pair: it explicitly targets issue #43240, has the fuller implementation, and more discussion activity than 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest canonical PR candidate in the cluster because it is the clearest concrete fix for the shared bug and is the more established of the two near-identical patches.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are unrelated model/docs/test changes with only superficial similarity around adding/validating features; they do not fix the same concrete code-path problem." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "One is a Mistral tokenizer helper fix, the other adds a new model; no shared bug or mergeable common change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions and ExecuTorch dynamic-shape tests are unrelated changes despite both being small PRs." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "These touch different processor/model-pretrained behavior and a new model addition; not the same underlying fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs support and adding MobileLLM are entirely unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs support and Mistral4 test/model cleanup do not address the same code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests and Mistral4 fixes are unrelated test/model areas, not one bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing and adding MobileLLM are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model scaffolding and config-resolution order fixing are different features/bugs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactoring are distinct model changes with no shared failure mode." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-capture refactoring and model-creation skill files are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor and Mistral4 fixes are not the same concrete change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes and the `layrnorm` typo correction are unrelated; shared model conversion context is too broad." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat-response parsing updates do not target the same code path or bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and adding a TDT loss kernel are separate areas with no shared underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific fixes and config-resolution order changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model fix PR and a model-creation skill PR are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the skill/documentation PR are not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `fixed_cross_entropy` to pass through supported `nn.functional.cross_entropy` kwargs for the same bug (#43240), and the diffs are effectively alternative implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clear duplicate/mergeable pair is PR 43251 and PR 43254, both modifying `src/transformers/loss/loss_utils.py` for the same `fixed_cross_entropy` kwargs issue and sharing issue target 43240. The other soft-edge rejections are conservative and do not overclaim duplication from weak textual overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "ed225d39c5922df411b28cb173e40ed88fc6caf3077dae503dcef4e3da18e18a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10381, + "estimated_input_tokens": 2596, + "estimated_eval_tokens": 5448 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10381, + "estimated_input_tokens": 2596, + "estimated_eval_tokens": 5448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct pull requests: an initial VibeVoice implementation, a later VibeVoice Realtime extension, and a Parakeet-RNNT addition. They share some auto-registry plumbing, but not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the best canonical anchor because it is the most established standalone implementation (non-draft, high review activity) for the VibeVoice model family and is more central than the later extension or the unrelated Parakeet PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest representative of the cluster: it is a complete, mature VibeVoice implementation with substantial review activity and clear scope, whereas 42781 is an extension and 46331 targets a different model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are VibeVoice-related, but 42781 is a separate realtime/acoustic-tokenizer extension with additional generation and model files, not the same concrete change as the initial VibeVoice implementation; they are not safe duplicates." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "These target different model families (VibeVoice vs Parakeet-RNNT). Shared auto-registration files are generic plumbing and do not indicate the same underlying fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "b42f4efc7f71a83a94641a236895bc86251b123d08226afa22a9bd3ffd56e58e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests in different model areas: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:41224 is the more self-contained and concrete model feature PR, but it is not a duplicate of the TimesFM change and should not serve as a cluster canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different user-facing capabilities, and different code paths/files. TimesFM forecasting with covariates is unrelated to DINOv3 image classification support, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "35333d0fbb363e318bd6d24bd9a2a87570cbe2934ca713082b99fa2465e3a711", + "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": "These are three separate model-onboarding pull requests that share common Transformers scaffolding, but they target different models and do not appear to fix or implement the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 41797 adds DeepSeekOCR, 45186 adds Isaac, and 45630 adds Kimi2-6; they share boilerplate files but not the same model or code-path change.", + "best_issue_reason": null, + "best_pr_reason": "If one must be used as a representative, 45186 is the most structurally central because it overlaps with both other PRs in the generic onboarding files, but it is still a distinct model addition and not a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different implementation targets: DeepSeekOCR vs Isaac. The overlap is limited to shared onboarding boilerplate (docs, auto mappings, utils), not the same underlying feature or bug." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with distinct files and code paths. Shared Transformers registration/docs changes are too generic to treat as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "7b897fcda9cbe9d702e140a8431dda9c934a177feb60ac11b47c8dace0449224", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions maintenance updates, but they target different upgrade sets and motivations: one is explicitly about Node 24 compatibility for core workflow actions, while the other is a general version bump centered on docker/build-push-action and a few other actions. They overlap on workflows, but not on the same concrete fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the more canonical representative: it has the clearest specific motivation (Node 24 compatibility) and covers a broader set of workflow action upgrades.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best cluster representative because it is the more explicit, broader maintenance change and most clearly captures the underlying compatibility-driven workflow updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are related workflow dependency upgrades, but they do not appear to fix the same underlying bug or change. #42975 focuses on Node 24 compatibility for checkout/cache/upload-artifact across many workflows, while #42976 mainly bumps docker/build-push-action and a few other actions to newer versions. They could exist as separate PRs and are not a single mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "ae90bc87630fa2a496402622a8d2a24a54d5d6d0d49f227595ab9069f2d6ee28", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14251, + "estimated_input_tokens": 3563, + "estimated_eval_tokens": 7382 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14251, + "estimated_input_tokens": 3563, + "estimated_eval_tokens": 7382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates; they are separate model-addition changes for different architectures (ViT NEPA, Molmo, Molmo2, and CTSM). The shared files are mostly boilerplate registration/docs touched by many model additions, not evidence of the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request introduces a different model and code path, so there is no single duplicate candidate in this set.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplicate triage: all four PRs are distinct feature additions, not competing fixes for the same bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations: ViT NEPA vs Molmo. Overlap is limited to shared registry/docs files common to model additions, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and code paths: ViT NEPA and Molmo2. Shared auto/docs files are boilerplate, not duplicate-fix evidence." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions. Similar filenames reflect shared Transformers registration patterns, not the same PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but still distinct model additions with different files, processors, and conversion logic; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM affect different model code paths. The shared auto/model registration files are too generic to merge as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model integrations with different filenames and behavior. There is no evidence they fix or add the same concrete feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "d727c72b4bc147fee2b52931ade7200764d3d2ab527d843c5271522555f52b8b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they span unrelated areas (Whisper decoding/tests, CLIP/ViT test edits, FP8 dequantization/model loading, and generation watermarking validation). The shared signal is only generic similarity in titles and some overlapping model names, not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the strongest standalone candidate because it contains a concrete production bug fix in generation config validation with a clear code-path change and accompanying tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the best representative of the cluster overall: it is the most substantive and self-contained fix, whereas the others are either test-only, unrelated, or too narrow to serve as a cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are vague fix/test PRs, but they target different models and different changes: Whisper tokenization/decode logic vs. CLIP/ViT test edits. No shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test changes are unrelated to FP8 dequantization and core model loading fixes. Different subsystem, different failure mode." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Only overlap is that both mention Whisper files, but the actual fixes are different: Whisper timestamp decode handling vs. generation watermarking config validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits are unrelated to FP8 quantization and loading logic. Not the same bug or change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Generic test-fix PR vs. generation config bug fix. No plausible single merged change or common code-path issue." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization/model-loading changes are unrelated to generation watermarking validation. Different code paths and different concrete problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "fa761d85afa8fa13c9c1b708a126c2718c667127a11c5893b34584d890ba0824", + "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": "The two pull requests are unrelated: one is a small repo-bot/setup check tweak, the other is a broader workflow/test utility change. They share only a test filename and soft similarity, not the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the better representative of the cluster because it is the more substantive repository PR with multiple workflow and test-utility changes; PR 43488 is a narrow '[don't merge]' bot/check PR and does not match the same change intent.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the strongest standalone candidate: it has broader impact, more touched files, and real workflow/test logic changes, whereas 43488 is an isolated setup/version/bot-format check.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different purposes and code paths: 43488 is a small setup/version/test artifact, while 43532 changes CI workflows, testing utilities, and related tests. Shared Vit test file alone is not enough to treat them 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": 10, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "cdf1e8c7e9d0b3d05ab32a9275cfda6d22cad4b9e1756a2e9f62130eae7f47c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share documentation/registry plumbing, but they target different pipeline names and different model/test sets, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; if one PR must represent the cluster, the Promptable Visual Segmentation PR is the broader and more complete change, touching more model integrations and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the better representative because it covers the larger integration set (multiple model/test files) and is the more substantial pipeline addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/registry files are expected for new pipeline additions and do not indicate the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "a2ecb7f91d3f86105241e17a37b7be0d71e1e4d0dfa648c4e20ad00fcf58196b", + "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` and expose custom-trainer extension points, but they solve different problems: gradient-accumulation loss scaling vs. signature-column filtering. They are related in scope, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes target different trainer code paths and could ship independently.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other, so there is no global best representative for a single underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different concrete behavior changes in `Trainer`: one adjusts loss scaling during gradient accumulation, the other refactors signature-column inspection for filtering. Shared file/subsystem alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "9e80e6557f660e93c55fc5c30145a1435ac96610edf6ce44656a9c29c112bd4a", + "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": "Two PRs touch the same CLI file and the same general TypeAdapter area, but they appear to fix different failure modes: one is a broad annotations/runtime NameError fix, the other is a narrower optional-pydantic typing/import fix.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader, more direct fix for the reported CLI TypeAdapter NameError and likely represents the root runtime issue rather than a follow-up typing-only adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the best representative of the cluster because its title and diff align most directly with the underlying NameError in the CLI and it addresses the runtime annotation problem at the source.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related but not the same underlying bug: #43656 fixes a general TypeAdapter/annotation NameError in the CLI, while #43842 specifically handles pydantic being absent via TYPE_CHECKING and quoted annotations. They are plausible follow-ups, not one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request: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:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "b8f29b7222527fff30aca5127374f7774bd7f22fa41f44e0f19f6b8cd8f76127", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84889, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75086, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors to the new standardized output-tracing/capture_outputs pattern. Most PRs are not duplicates of each other because they touch different model code paths, but there are clear overlaps within GPT-Neo and GPT-J/CodeGen.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the best representative of the overlapping GPT-J/CodeGen tracing refactors: it is the latest and most complete concrete implementation in the shared code path, and it subsumes the same underlying change as the earlier GPT-J-focused PRs.", + "best_issue_reason": null, + "best_pr_reason": "#44722 is the strongest single PR in this cluster because it covers the same standardized output-tracing refactor in the GPT-J/CodeGen path, is later than the overlapping GPT-J PRs, and appears to be the most complete version of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model families and code paths, so they are not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet output-tracing refactor vs DeBERTa output-tracing refactor; same theme, different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch the GPT-J tracing path and appear to implement the same decorator-based output-handling change; 44066 is a broader variant that also includes CodeGen." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RT-DETR ResNet refactor vs EfficientNet refactor; same general pattern, but not the same underlying bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and different concrete code paths; sharing the same meta-tracking issue is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen tracing refactor vs EfficientNet tracing refactor; not the same underlying change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 tracing standardization vs DeBERTa tracing refactor; different implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output-tracing refactor vs MGP-STR output-tracing refactor; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MPT refactor; same broad theme, different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file and appear to be the same concrete change/iteration." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different models and different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing refactor vs GPT-J/CodeGen output tracing refactor; 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The accepted soft-edge pairs are conservative and supported by shared file paths / later superseding iterations, and the rejected pairs do not look like single-PR mergeable fixes for the same bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "f44cdaa5f324742820a88a86f5cf2d66894c76f331dfbab9beed4d99a837290b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84889, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs migrating different architectures to standardized output tracing/capture decorators. 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similar tracing refactors are not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated implementations, so these are not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (`univnet` vs `codegen`); shared refactor theme is insufficient." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are unrelated model implementations and not one mergeable fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different concrete code paths, despite similar output-tracing wording." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; this is only a broad pattern match." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate implementations, not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are distinct code paths; same refactor style, different fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated models, so do not collapse them as duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are different architectures; not one concrete change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; shared tracing refactor theme is not enough." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are distinct wrappers and not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are different models with different change sites." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are separate implementations; not one mergeable PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths despite similar refactoring language." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are different model families; not a duplicate change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are separate implementations and should not be merged as duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated models; only the general tracing-refactor theme matches." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different concrete code paths, not the same underlying bug/change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are distinct model implementations; not one duplicate refactor." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "`vision_text_dual_encoder` output tracing refactor is unrelated to the modular-conversion pool reuse speedup in `utils/check_modular_conversion.py`." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Different area and purpose: encoder-decoder output tracing vs utility multiprocessing optimization." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "`rwkv` output tracing changes are unrelated to the modular conversion process-pool performance fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "`superpoint` tracing refactor and modular-conversion pool reuse are unrelated changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "`timm_backbone` output tracing and modular conversion pool reuse are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "386d3e176d428d80b1ce673f078b26c558d261764256353db2d7eb616c2d66be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs. They share only generic Transformers scaffolding (docs, auto registries, model package plumbing), but they implement different models and do not fix the same concrete code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the better representative of the cluster: it is a non-draft, broadly reviewed standalone model integration, whereas 45401 is a draft tied to a specific issue and a different model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the strongest standalone PR in this set because it is farther along and more review-backed; 45401 is still draft-stage and not a duplicate of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations (PenguinVL vs Voxtral TTS). The overlap is limited to boilerplate registry/docs updates, not the same bug or mergeable 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": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "c4c12eb15cc9085481d86987e1d8b027f450866ef569c8302c6f19f184223b00", + "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": "All four items are closely related iterative PRs around the new KernelConfig / n-to-1 module-kernel fusion work, but they look like successive expansions rather than true duplicates of the same concrete change. The latest PR is the broadest representative of the feature line.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46339 is the most complete and latest version of the kernel-fusion feature set, with the broadest scope across core loading, hub kernels, modeling utils, and tests. It best represents the cluster as a whole.", + "best_issue_reason": null, + "best_pr_reason": "PR #46339 is the strongest cluster representative because it appears to subsume the earlier KernelConfig fusion work and adds simplification/extension on top of the prior API. It is the most comprehensive artifact in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature work, but #44979 introduces the foundational Module Fusion API while #45363 adds KernelConfig-based n-to-1 kernel fusion. They are not the same concrete change and would not be merged as one duplicate PR." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": false, + "reason": "#46339 is an extension and simplification of the KernelConfig fusion path in #45363, not a straightforward duplicate. The later PR broadens and refactors the implementation rather than repeating the exact same fix." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": false, + "reason": "These PRs overlap heavily in the same fusion feature area, but #46339 goes further by changing core loading and simplifying the mechanism. This looks like an evolution of the feature, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "cf3b626e658b0fdf694ac6da82cd931e558b25abc2f88ce9c04cbc5031b4a6b9", + "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 address the same Mistral regex patch bug in the same file and appear to be overlapping implementations of one fix; the later PR is the more complete candidate because it includes tests.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR: it fixes the same AttributeError path as #45086 but also adds test coverage and looks like the more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster because it targets the same concrete code path and includes validation via tests, making it the best standalone fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug in _patch_mistral_regex, same target issue, same file, and near-identical code change; the second PR is essentially a fuller version of the first." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "5a27b5396f54987c620391162fef60d1071aed580d79072576c58e0e04bff43c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related-but-distinct NemotronH PRs: one is a narrower refactor/inheritance and checkpoint-mapping update, the other is a broader model split into NemotronHDense/NemotronHSparse with docs and tests. They are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, end-to-end architecture change: it introduces the dense/sparse model variants, updates auto/config/model wiring, docs, and tests. PR #45115 is a narrower preparatory refactor focused on conversion mapping and inheritance.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 best represents the underlying change in this cluster since it is the main functional model-structure update rather than a partial refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They touch overlapping NemotronH code, but the concrete goals differ: #45115 is a refactor/conversion-mapping and compatibility change, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "cc2bdc365bb07d8b7953d4dc1e925c9fe269426e3aad2959635bd05608cc7112", + "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 heterogeneous-feature PRs, but not the same concrete change: one is a broad heterogeneous model-support implementation, while the other is a narrower per-layer config support piece. They share infrastructure files, but the scope differs enough that they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45332 is the best canonical representative because it is the broader end-to-end implementation, covering per-layer config plus modeling/cache/masking changes, whereas pull_request:45333 is only the config plumbing subset.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45332 is the strongest overall PR in the cluster since it appears to implement the full heterogeneous-model feature rather than just the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change. 45333 is config-only heterogeneous support; 45332 extends into modeling/cache/masking behavior, so they are better treated as separate PRs or dependencies rather than 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": 21, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "7478c5a296f9248fdb88924cbe53bfa056aa17236bf0e573f54794c42c885caf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate typing-related pull requests, not duplicates: one is a broad repo-wide type-checking pass, the other is a focused protocol/alias update for modeling_utils and related typing helpers.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused, self-contained change: it updates shared typing helpers/protocols and the specific modeling_utils-related code path. PR #45415 is a broad type-checking sweep across many files, so it is less suitable as the canonical representative of a single underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative of the cluster because it has a narrower and clearer purpose, with concrete typing API adjustments and tests. PR #45415 is too broad and heterogeneous to serve as the main canonical PR for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-focused, but they address different underlying changes: #45415 is a wide type-checking cleanup across many modules, while #45425 is a targeted typing helper/protocol update for modeling_utils and related code. They do not look mergeable into one PR for 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": 22, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "337f4abaa0a8fa16069389f3dfb8b9c0a01d2e676132dc6fcd9be18cab221a48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one fixes multi-token cached forward for Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention, while the other fixes use_cache behavior for Mamba2 when seq_len > 1. They address different model-specific code paths and bugs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the cleaner representative: it targets a single explicit issue, has a narrowly scoped seq_len > 1 cache fix, and is easier to evaluate as a standalone bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and different mechanisms: cached linear attention continuation in Qwen/Olmo vs Mamba2 cache handling. They do not appear to fix the same concrete code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "ab47ae2e7f941a1e7adb9dc00f7d43aa90266d713ea6fb49e0ba77876e410d03", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP/distributed-training PRs, but they address different bugs and code paths: one fixes Accelerate/ZeRO-3 loading and config serialization, the other fixes expert parameters being overwritten during FSDP2 loading/broadcast. I would not treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the stronger standalone fix: it targets a concrete expert-parameter overwrite path during distributed loading and includes the relevant loader/integration changes. PR 45548 is narrower and focused on a different loading/serialization issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about EP, but they fix different failure modes in different paths. 45548 adds config/modeling plumbing for Accelerate/ZeRO-3 loading, while 45662 fixes expert tensors being overwritten via rank-0 broadcast/FSDP2 behavior. 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": 24, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "2f279872a5a6dd51933e42a7eefd9eb56e1d0c9a0e97a01f772af7c075318ff2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision problem in testing_utils; PR 45645 is the broader, more complete fix because it also updates CI aggregation to handle multiple captured_info files.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it covers the core xdist-safe output-file change and additionally fixes CI log collection so the new artifact naming works end-to-end.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the same underlying bug as 45639 and includes the supporting workflow changes needed to preserve debug logs under xdist.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete xdist collision in captured_info generation via the same testing_utils path; 45645 is a superset that also updates CI to consume the split files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "0b3beba683d4c534908ceccbb1bb15ac732f2c39a8989c79d891d01802d15679", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated PRs: one AutoModel mapping tweak, and two separate attention-dispatch feature additions for different model families. None should be clustered as duplicates; the only superficially similar pair still targets different code paths and models.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46320 is the best representative of the cluster only in the loose sense that it is a self-contained model feature patch with code, conversion mapping, and tests; the other PRs are unrelated and narrower.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the strongest standalone change here: it has the clearest end-to-end feature implementation across modeling, conversion mapping, and tests. PR 46401 is similar in theme but for a different model family, and PR 45670 is just a small registry tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: 45670 only updates AutoModel registry entries for glmasr/dia, while 46320 adds RecurrentGemma attention-dispatch support across modeling, conversion mapping, and tests. Same broad area, but not the same underlying bug or fix." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are attention-dispatch feature PRs, but they implement support for different model families and different code paths (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They are not mergeable into one PR as the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "2c8f2395c8965d0bfcf914f32517e4c454006d52017f5d595701a65b3ec678d0", + "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 unrelated lint-rule PRs in the same codebase: one implements TRF003 for model forward return-tuple handling, the other adds TRF018 for dead image/video processor boolean flags. They overlap on some model files but fix different code-path classes and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a canonical PR for its own change set, PR #45720 is the more focused code-path fix, but it is not a substitute for PR #46259.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is a concrete implementation of a specific model-forward rule across multiple architectures. PR #46259 is also valid, but it addresses a separate modeling-rule category with different semantics and target surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different underlying bugs: TRF003 changes forward return_dict/tuple handling, while TRF018 checks unused do_* flags in image/video preprocessors. Shared files are incidental, not evidence of 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": 27, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "adb60bd8f85e3866ed815eeb191327477f3dd3da8112ff0352577d9753d44262", + "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": "The pair is not a duplicate: PR #45932 is a substantive model/CI change, while PR #46100 is a test-only placeholder with deliberate failing asserts. They do not fix the same code path and should not be merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45932 is the only substantive change in the set and is the better representative artifact; PR #46100 is clearly a test-migration/do-not-merge placeholder rather than a real code fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the best PR to keep as the representative item because it contains actual implementation/workflow changes, whereas PR #46100 is intentionally bogus and not a real candidate for consolidation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "They are unrelated changes: #45932 updates model/config/workflow code, while #46100 only edits a ViT test file with intentional failures. Shared similarity is superficial, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "f9012e8c0725d06823896540c1a3b01c59de342b50029a2c74bbbf4912f5699c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "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 separate model-specific PRs for adding SDPA dispatch support. They share the same high-level goal, but they do not fix the same concrete code path, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the best representative because it covers multiple model families and includes the broadest implementation/test surface, but it is still a distinct change from the CTRL and T5 PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest standalone PR in the set: it spans several related models, has the widest scope, and appears most comprehensive.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch, but for different architectures (CTRL vs T5) with different model code paths; they are not the same bug/change and would not plausibly merge into one PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL-specific SDPA support is separate from the wav2vec2/SeamlessM4T-related dispatch work in #46196; the affected implementations and fixes are different." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and the multi-model audio/seq2seq SDPA work in #46196 target different concrete code paths, so they 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": 30, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "25cdd0a5c39f972bd115102e902775099c1d4863037de454efe1a0177e988b84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "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 duplicate PRs. One is a focused EP + Trainer integration change around router/tensor-parallel behavior, while the other is a much broader distributed branch base touching FSDP, loading, integrations, and multiple models. They overlap in distributed files, but not the same concrete bug or mergeable change set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR here. If a representative must be chosen, 46269 is the broader umbrella branch, but it is not the same change as 46126.", + "best_issue_reason": null, + "best_pr_reason": "46269 is the broader integration base and better represents the larger distributed refactor scope, but it should not be treated as a duplicate of 46126.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough: 46126 is specifically EP + Trainer/router-parallel work, while 46269 is a broad distributed branch base spanning FSDP, loading, and multiple integration files. 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": 31, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "182f3d6c9bb0222643690beb17e5ec1d7f37a55b3b1b3102a60a44f28d2ca752", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3864, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3864, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated workflow changes: one updates how self-comment CI passes comment text via stdin, while the other pins a downloaded helper script and unsets HF_TOKEN in the SSH runner workflow. They do not fix the same underlying bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different workflows and different problems, so they should not be collapsed into one duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; each is a standalone workflow maintenance/security change, so there is no single best PR for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different files, different purposes, and different code paths: stdin handling for self-comment CI versus pinned download plus token unsetting in ssh-runner. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "f4c2ec0587c1605a5f81255921e34822cbb36b7754142a9916340f57d2188cd4", + "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": "Both PRs replace direct file-open source inspection with safer source-reading mechanisms, but they target different code paths and different helper logic, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46152 is the more specific change: it updates `import_utils.py` to avoid `open()` when resolving the package\u2019s own source files, with a focused helper implementation in that file.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the clearer standalone PR for its own bug: it changes `_can_set_attn_implementation` in `modeling_utils.py` to use `inspect.getsource` instead of manual file reading, and includes tests for that exact path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related theme, but not the same underlying change: one fixes resource/path resolution in `import_utils.py`, the other fixes source inspection in `modeling_utils.py`. They touch different functions and could not plausibly be merged into one PR without conflating separate behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368" + ], + "prepared_review_unit_hash": "1fc12cd259549258118286d1acebf66fb2ab8e36b1792757f80bb5bb84b8501a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5964, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5964, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are effectively the same test-skip change for incompatible quantized-cache generation tests in different model suites; the Cohere2MoE PR is a separate accelerate/device-map test fix and does not belong with them.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46362 is the clearest representative of the cluster\u2019s shared theme: it skips the invalid `test_generate_with_quant_cache` case because Deepseek V4\u2019s cache implementation is incompatible with `QuantizedCache`.", + "best_issue_reason": null, + "best_pr_reason": "PR #46362 is the best cluster representative because it is a minimal, explicit fix for the quant-cache test incompatibility and matches the closest duplicate pattern with #46368.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different problems: #46337 adjusts model/test configuration for `hf_device_map` offload/parallelism, while #46368 only skips a quantized-cache generation test for NemotronH." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Different underlying fixes: #46337 addresses Cohere2Moe device-mapping test setup, not the quantized-cache incompatibility targeted by #46362." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": true, + "reason": "Both PRs make the same concrete change pattern: skip `test_generate_with_quant_cache` because the model\u2019s cache implementation is not compatible with `QuantizedCache`, and they could plausibly be combined 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": 34, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "30d81335be411332c58716aedf28923436727b4313058aca918b3afe47065bda", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, the other adds the HunYuan VL model and its docs/tests. They do not look like the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong canonical PR for duplication here; the cluster contains two unrelated feature PRs, so neither is a clear duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the more self-contained, complete feature addition, so it is the better representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different scopes and code paths: continuous batching/multimodal runtime changes versus a new HunYuan VL model package with docs and tests. They are not plausibly one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/manifest.json b/snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f3a73ac311de8c5c8a9c3bf95a104463af72fc6a --- /dev/null +++ b/snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260606t060018z", + "artifacts": { + "hybrid": "snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-06T06:07:23Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260606T060018Z", + "variant": "hybrid" +} diff --git a/snapshots/20260606T060018Z/manifest.json b/snapshots/20260606T060018Z/manifest.json index 3fb336b60cb4f88e69ec8f04e22db97ea0cc1fda..fd787d311c19458b2de185edceefe2205098aee0 100644 --- a/snapshots/20260606T060018Z/manifest.json +++ b/snapshots/20260606T060018Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 106 }, "extracted_at": "2026-06-06T06:00:18Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260606t060018z", + "runs": { + "hybrid-model-20260606t060018z": { + "analysis_id": "hybrid-model-20260606t060018z", + "artifacts": { + "hybrid": "snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260606T060018Z/analysis-runs/hybrid-model-20260606t060018z/manifest.json", + "model": null, + "published_at": "2026-06-06T06:07:23Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260606T060018Z", "watermark": {